{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ed5673f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19901219</td>\n",
       "      <td>99.98</td>\n",
       "      <td>96.05</td>\n",
       "      <td>99.98</td>\n",
       "      <td>95.79</td>\n",
       "      <td>1260.0</td>\n",
       "      <td>494.311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19901220</td>\n",
       "      <td>104.39</td>\n",
       "      <td>104.30</td>\n",
       "      <td>104.39</td>\n",
       "      <td>99.98</td>\n",
       "      <td>197.0</td>\n",
       "      <td>84.992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19901221</td>\n",
       "      <td>109.13</td>\n",
       "      <td>109.07</td>\n",
       "      <td>109.13</td>\n",
       "      <td>103.73</td>\n",
       "      <td>28.0</td>\n",
       "      <td>16.096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19901224</td>\n",
       "      <td>114.55</td>\n",
       "      <td>113.57</td>\n",
       "      <td>114.55</td>\n",
       "      <td>109.13</td>\n",
       "      <td>32.0</td>\n",
       "      <td>31.063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19901225</td>\n",
       "      <td>120.25</td>\n",
       "      <td>120.09</td>\n",
       "      <td>120.25</td>\n",
       "      <td>114.55</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.510</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       date   close    open    high     low     vol   amount\n",
       "0  19901219   99.98   96.05   99.98   95.79  1260.0  494.311\n",
       "1  19901220  104.39  104.30  104.39   99.98   197.0   84.992\n",
       "2  19901221  109.13  109.07  109.13  103.73    28.0   16.096\n",
       "3  19901224  114.55  113.57  114.55  109.13    32.0   31.063\n",
       "4  19901225  120.25  120.09  120.25  114.55    15.0    6.510"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 沪市指数数据加载\n",
    "sh_index = pd.read_csv('./sh_index.csv')\n",
    "sh_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c9e420fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转化数据类型\n",
    "sh_index['date'] = pd.to_datetime(sh_index['date'], format='%Y%m%d')\n",
    "\n",
    "plt.figure(figsize=(8, 14))\n",
    "\n",
    "# 绘制日线\n",
    "plt.suptitle('Sh_index',fontsize=20)\n",
    "plt.subplot(311)\n",
    "plt.plot(sh_index['date'], sh_index['close'])\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Daily K-line')\n",
    "\n",
    "plt.subplot(312)\n",
    "# 计算周线\n",
    "sh_index_week = sh_index.resample('W-MON', on='date').agg({\n",
    "    'open': 'first',\n",
    "    'high': 'max',\n",
    "    'low': 'min',\n",
    "    'close': 'last',\n",
    "    'vol': 'sum',\n",
    "    'amount': 'sum'\n",
    "})\n",
    "# 绘制周线\n",
    "plt.plot(sh_index_week['close'])\n",
    "plt.xlabel('Week')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Weekly K-line')\n",
    "\n",
    "plt.subplot(313)\n",
    "# 计算月线\n",
    "sh_index_month = sh_index.resample('M', on='date').agg({\n",
    "    'open': 'first',\n",
    "    'high': 'max',\n",
    "    'low': 'min',\n",
    "    'close': 'last',\n",
    "    'vol': 'sum',\n",
    "    'amount': 'sum'\n",
    "})\n",
    "\n",
    "# 绘制月线\n",
    "plt.plot(sh_index_month['close'])\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Monthly K-line')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "26cdb39c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7689</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7690</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7691</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7692</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7693</th>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7694 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       date  close   open   high    low    vol  amount\n",
       "0     False  False  False  False  False  False   False\n",
       "1     False  False  False  False  False  False   False\n",
       "2     False  False  False  False  False  False   False\n",
       "3     False  False  False  False  False  False   False\n",
       "4     False  False  False  False  False  False   False\n",
       "...     ...    ...    ...    ...    ...    ...     ...\n",
       "7689  False  False  False  False  False  False   False\n",
       "7690  False  False  False  False  False  False   False\n",
       "7691  False  False  False  False  False  False   False\n",
       "7692  False  False  False  False  False  False   False\n",
       "7693  False  False  False  False  False  False   False\n",
       "\n",
       "[7694 rows x 7 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sh_index.isnull()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d42768db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19910403</td>\n",
       "      <td>988.05</td>\n",
       "      <td>988.05</td>\n",
       "      <td>988.05</td>\n",
       "      <td>988.05</td>\n",
       "      <td>161.0</td>\n",
       "      <td>225.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>19910404</td>\n",
       "      <td>983.11</td>\n",
       "      <td>983.11</td>\n",
       "      <td>983.11</td>\n",
       "      <td>983.11</td>\n",
       "      <td>523.0</td>\n",
       "      <td>761.033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19910405</td>\n",
       "      <td>978.27</td>\n",
       "      <td>978.27</td>\n",
       "      <td>978.27</td>\n",
       "      <td>978.27</td>\n",
       "      <td>107.0</td>\n",
       "      <td>150.034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19910408</td>\n",
       "      <td>968.57</td>\n",
       "      <td>968.57</td>\n",
       "      <td>968.57</td>\n",
       "      <td>968.57</td>\n",
       "      <td>57.0</td>\n",
       "      <td>84.478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>19910409</td>\n",
       "      <td>963.73</td>\n",
       "      <td>963.73</td>\n",
       "      <td>963.73</td>\n",
       "      <td>963.73</td>\n",
       "      <td>19.0</td>\n",
       "      <td>39.160</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       date   close    open    high     low    vol   amount\n",
       "0  19910403  988.05  988.05  988.05  988.05  161.0  225.725\n",
       "1  19910404  983.11  983.11  983.11  983.11  523.0  761.033\n",
       "2  19910405  978.27  978.27  978.27  978.27  107.0  150.034\n",
       "3  19910408  968.57  968.57  968.57  968.57   57.0   84.478\n",
       "4  19910409  963.73  963.73  963.73  963.73   19.0   39.160"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 深证成指数据加载\n",
    "sz_index = pd.read_csv('./sz_index.csv')\n",
    "sz_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "15cc6522",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转化数据类型\n",
    "sz_index['date'] = pd.to_datetime(sz_index['date'], format='%Y%m%d')\n",
    "\n",
    "plt.figure(figsize=(8, 14))\n",
    "\n",
    "# 绘制日线\n",
    "plt.suptitle('Sz_index',fontsize=20)\n",
    "plt.subplot(311)\n",
    "plt.plot(sz_index['date'], sz_index['close'])\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Daily K-line')\n",
    "\n",
    "plt.subplot(312)\n",
    "# 计算周线\n",
    "sz_index_week = sz_index.resample('W-MON', on='date').agg({\n",
    "    'open': 'first',\n",
    "    'high': 'max',\n",
    "    'low': 'min',\n",
    "    'close': 'last',\n",
    "    'vol': 'sum',\n",
    "    'amount': 'sum'\n",
    "})\n",
    "# 绘制周线\n",
    "plt.plot(sz_index_week['close'])\n",
    "plt.xlabel('Week')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Weekly K-line')\n",
    "\n",
    "plt.subplot(313)\n",
    "# 计算月线\n",
    "sz_index_month = sz_index.resample('M', on='date').agg({\n",
    "    'open': 'first',\n",
    "    'high': 'max',\n",
    "    'low': 'min',\n",
    "    'close': 'last',\n",
    "    'vol': 'sum',\n",
    "    'amount': 'sum'\n",
    "})\n",
    "\n",
    "# 绘制月线\n",
    "plt.plot(sz_index_month['close'])\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Close')\n",
    "plt.title('Monthly K-line')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f213862e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>financing_balance</th>\n",
       "      <th>financing_purchase</th>\n",
       "      <th>financing_redeem</th>\n",
       "      <th>securities_lending_balance</th>\n",
       "      <th>securities_lending_sell</th>\n",
       "      <th>securities_lending_shares</th>\n",
       "      <th>margin_balance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20100331</td>\n",
       "      <td>5.824813e+06</td>\n",
       "      <td>5.866316e+06</td>\n",
       "      <td>4.150300e+04</td>\n",
       "      <td>2.414200e+04</td>\n",
       "      <td>3100.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.848955e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20100401</td>\n",
       "      <td>6.842114e+06</td>\n",
       "      <td>1.054024e+06</td>\n",
       "      <td>3.672300e+04</td>\n",
       "      <td>1.732500e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.859439e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20100402</td>\n",
       "      <td>6.762781e+06</td>\n",
       "      <td>2.075160e+05</td>\n",
       "      <td>2.868490e+05</td>\n",
       "      <td>1.192900e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.774710e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20100406</td>\n",
       "      <td>1.009124e+07</td>\n",
       "      <td>3.329461e+06</td>\n",
       "      <td>9.990000e+02</td>\n",
       "      <td>1.026700e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.010151e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20100407</td>\n",
       "      <td>2.508683e+07</td>\n",
       "      <td>1.514140e+07</td>\n",
       "      <td>1.458120e+05</td>\n",
       "      <td>3.841800e+04</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.512524e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963</th>\n",
       "      <td>20220613</td>\n",
       "      <td>7.883585e+11</td>\n",
       "      <td>4.645682e+10</td>\n",
       "      <td>4.032807e+10</td>\n",
       "      <td>5.296881e+10</td>\n",
       "      <td>358946148.0</td>\n",
       "      <td>6.719466e+09</td>\n",
       "      <td>8.413273e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2964</th>\n",
       "      <td>20220614</td>\n",
       "      <td>7.906073e+11</td>\n",
       "      <td>4.630995e+10</td>\n",
       "      <td>4.403090e+10</td>\n",
       "      <td>5.364555e+10</td>\n",
       "      <td>516131314.0</td>\n",
       "      <td>6.746225e+09</td>\n",
       "      <td>8.442528e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2965</th>\n",
       "      <td>20220615</td>\n",
       "      <td>7.936099e+11</td>\n",
       "      <td>6.023321e+10</td>\n",
       "      <td>5.720604e+10</td>\n",
       "      <td>5.363067e+10</td>\n",
       "      <td>536441330.0</td>\n",
       "      <td>6.806673e+09</td>\n",
       "      <td>8.472406e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2966</th>\n",
       "      <td>20220616</td>\n",
       "      <td>7.957567e+11</td>\n",
       "      <td>4.633237e+10</td>\n",
       "      <td>4.417299e+10</td>\n",
       "      <td>5.430302e+10</td>\n",
       "      <td>513905855.0</td>\n",
       "      <td>6.829716e+09</td>\n",
       "      <td>8.500597e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2967</th>\n",
       "      <td>20220617</td>\n",
       "      <td>7.939404e+11</td>\n",
       "      <td>4.284211e+10</td>\n",
       "      <td>4.464311e+10</td>\n",
       "      <td>5.529007e+10</td>\n",
       "      <td>488522030.0</td>\n",
       "      <td>6.912217e+09</td>\n",
       "      <td>8.492304e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2968 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  financing_balance  financing_purchase  financing_redeem   \n",
       "0     20100331       5.824813e+06        5.866316e+06      4.150300e+04  \\\n",
       "1     20100401       6.842114e+06        1.054024e+06      3.672300e+04   \n",
       "2     20100402       6.762781e+06        2.075160e+05      2.868490e+05   \n",
       "3     20100406       1.009124e+07        3.329461e+06      9.990000e+02   \n",
       "4     20100407       2.508683e+07        1.514140e+07      1.458120e+05   \n",
       "...        ...                ...                 ...               ...   \n",
       "2963  20220613       7.883585e+11        4.645682e+10      4.032807e+10   \n",
       "2964  20220614       7.906073e+11        4.630995e+10      4.403090e+10   \n",
       "2965  20220615       7.936099e+11        6.023321e+10      5.720604e+10   \n",
       "2966  20220616       7.957567e+11        4.633237e+10      4.417299e+10   \n",
       "2967  20220617       7.939404e+11        4.284211e+10      4.464311e+10   \n",
       "\n",
       "      securities_lending_balance  securities_lending_sell   \n",
       "0                   2.414200e+04                   3100.0  \\\n",
       "1                   1.732500e+04                      0.0   \n",
       "2                   1.192900e+04                      0.0   \n",
       "3                   1.026700e+04                      0.0   \n",
       "4                   3.841800e+04                   1400.0   \n",
       "...                          ...                      ...   \n",
       "2963                5.296881e+10              358946148.0   \n",
       "2964                5.364555e+10              516131314.0   \n",
       "2965                5.363067e+10              536441330.0   \n",
       "2966                5.430302e+10              513905855.0   \n",
       "2967                5.529007e+10              488522030.0   \n",
       "\n",
       "      securities_lending_shares  margin_balance  \n",
       "0                           NaN    5.848955e+06  \n",
       "1                           NaN    6.859439e+06  \n",
       "2                           NaN    6.774710e+06  \n",
       "3                           NaN    1.010151e+07  \n",
       "4                           NaN    2.512524e+07  \n",
       "...                         ...             ...  \n",
       "2963               6.719466e+09    8.413273e+11  \n",
       "2964               6.746225e+09    8.442528e+11  \n",
       "2965               6.806673e+09    8.472406e+11  \n",
       "2966               6.829716e+09    8.500597e+11  \n",
       "2967               6.912217e+09    8.492304e+11  \n",
       "\n",
       "[2968 rows x 8 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 沪市两融数据加载\n",
    "sh_margin_trade = pd.read_csv('./sh_margin_trade.csv')\n",
    "sh_margin_trade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "56aeccb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转化数据类型\n",
    "sh_margin_trade['date'] = pd.to_datetime(sh_margin_trade['date'], format='%Y%m%d')\n",
    "\n",
    "# 绘制折线图\n",
    "sh_margin_trade.plot(y=['financing_balance', 'securities_lending_balance', 'margin_balance'],x='date')\n",
    "plt.title('Financing Data Trend')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Amount')\n",
    "plt.legend(['Financing Balance', 'Securities Lending Balance', 'Margin Balance'])\n",
    "plt.show()\n",
    "\n",
    "# 绘制面积图\n",
    "sh_margin_trade.plot.area(y=['financing_balance', 'securities_lending_balance', 'margin_balance'],x='date')\n",
    "plt.title('Financing Data Trend')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Amount')\n",
    "plt.legend(['Financing Balance', 'Securities Lending Balance', 'Margin Balance'])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0e5fbd8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>financing_balance</th>\n",
       "      <th>financing_purchase</th>\n",
       "      <th>financing_redeem</th>\n",
       "      <th>securities_lending_balance</th>\n",
       "      <th>securities_lending_sell</th>\n",
       "      <th>securities_lending_shares</th>\n",
       "      <th>margin_balance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20100331</td>\n",
       "      <td>6.707960e+05</td>\n",
       "      <td>6.845690e+05</td>\n",
       "      <td>1.377300e+04</td>\n",
       "      <td>7.089500e+04</td>\n",
       "      <td>4000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.416910e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20100401</td>\n",
       "      <td>6.871924e+06</td>\n",
       "      <td>8.494307e+06</td>\n",
       "      <td>2.293179e+06</td>\n",
       "      <td>1.470700e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.886631e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20100402</td>\n",
       "      <td>6.424142e+06</td>\n",
       "      <td>6.211123e+06</td>\n",
       "      <td>6.658905e+06</td>\n",
       "      <td>1.408800e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.438230e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20100406</td>\n",
       "      <td>4.422212e+06</td>\n",
       "      <td>3.832600e+06</td>\n",
       "      <td>5.834530e+06</td>\n",
       "      <td>1.393500e+04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.436147e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20100407</td>\n",
       "      <td>1.151553e+07</td>\n",
       "      <td>7.094565e+06</td>\n",
       "      <td>1.250000e+03</td>\n",
       "      <td>9.476000e+03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.152500e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>20220610</td>\n",
       "      <td>6.747427e+11</td>\n",
       "      <td>3.367822e+10</td>\n",
       "      <td>3.370158e+10</td>\n",
       "      <td>2.288149e+10</td>\n",
       "      <td>150573814.0</td>\n",
       "      <td>1.872324e+09</td>\n",
       "      <td>6.976242e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2963</th>\n",
       "      <td>20220613</td>\n",
       "      <td>6.781700e+11</td>\n",
       "      <td>3.786536e+10</td>\n",
       "      <td>3.442148e+10</td>\n",
       "      <td>2.270915e+10</td>\n",
       "      <td>136846567.0</td>\n",
       "      <td>1.843854e+09</td>\n",
       "      <td>7.008792e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2964</th>\n",
       "      <td>20220614</td>\n",
       "      <td>6.798794e+11</td>\n",
       "      <td>3.860155e+10</td>\n",
       "      <td>3.690385e+10</td>\n",
       "      <td>2.379595e+10</td>\n",
       "      <td>219859915.0</td>\n",
       "      <td>1.866849e+09</td>\n",
       "      <td>7.036754e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2965</th>\n",
       "      <td>20220615</td>\n",
       "      <td>6.818140e+11</td>\n",
       "      <td>4.965643e+10</td>\n",
       "      <td>4.770792e+10</td>\n",
       "      <td>2.442632e+10</td>\n",
       "      <td>173427533.0</td>\n",
       "      <td>1.807960e+09</td>\n",
       "      <td>7.062403e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2966</th>\n",
       "      <td>20220616</td>\n",
       "      <td>6.832744e+11</td>\n",
       "      <td>3.895758e+10</td>\n",
       "      <td>3.748608e+10</td>\n",
       "      <td>2.671250e+10</td>\n",
       "      <td>273760042.0</td>\n",
       "      <td>1.896044e+09</td>\n",
       "      <td>7.099869e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2967 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  financing_balance  financing_purchase  financing_redeem   \n",
       "0     20100331       6.707960e+05        6.845690e+05      1.377300e+04  \\\n",
       "1     20100401       6.871924e+06        8.494307e+06      2.293179e+06   \n",
       "2     20100402       6.424142e+06        6.211123e+06      6.658905e+06   \n",
       "3     20100406       4.422212e+06        3.832600e+06      5.834530e+06   \n",
       "4     20100407       1.151553e+07        7.094565e+06      1.250000e+03   \n",
       "...        ...                ...                 ...               ...   \n",
       "2962  20220610       6.747427e+11        3.367822e+10      3.370158e+10   \n",
       "2963  20220613       6.781700e+11        3.786536e+10      3.442148e+10   \n",
       "2964  20220614       6.798794e+11        3.860155e+10      3.690385e+10   \n",
       "2965  20220615       6.818140e+11        4.965643e+10      4.770792e+10   \n",
       "2966  20220616       6.832744e+11        3.895758e+10      3.748608e+10   \n",
       "\n",
       "      securities_lending_balance  securities_lending_sell   \n",
       "0                   7.089500e+04                   4000.0  \\\n",
       "1                   1.470700e+04                      0.0   \n",
       "2                   1.408800e+04                      0.0   \n",
       "3                   1.393500e+04                      0.0   \n",
       "4                   9.476000e+03                      0.0   \n",
       "...                          ...                      ...   \n",
       "2962                2.288149e+10              150573814.0   \n",
       "2963                2.270915e+10              136846567.0   \n",
       "2964                2.379595e+10              219859915.0   \n",
       "2965                2.442632e+10              173427533.0   \n",
       "2966                2.671250e+10              273760042.0   \n",
       "\n",
       "      securities_lending_shares  margin_balance  \n",
       "0                           NaN    7.416910e+05  \n",
       "1                           NaN    6.886631e+06  \n",
       "2                           NaN    6.438230e+06  \n",
       "3                           NaN    4.436147e+06  \n",
       "4                           NaN    1.152500e+07  \n",
       "...                         ...             ...  \n",
       "2962               1.872324e+09    6.976242e+11  \n",
       "2963               1.843854e+09    7.008792e+11  \n",
       "2964               1.866849e+09    7.036754e+11  \n",
       "2965               1.807960e+09    7.062403e+11  \n",
       "2966               1.896044e+09    7.099869e+11  \n",
       "\n",
       "[2967 rows x 8 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 深证两融数据加载\n",
    "sz_margin_trade = pd.read_csv('./sz_margin_trade.csv')\n",
    "sz_margin_trade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "37183173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KkTKTqAghhBCi7Ck346gIIYQQovSRREUIIYQQDqtUN6a1WCxcu3YNLy+vfA8gJYQQQgj7UhSF+Ph4KleujFabe5lJqU5Url27RkhIiL3DEEIIIcRdCA8Pp2rVqrkeU6oTlfSRKcPDw/H29rZzNEIIIYTIj7i4OEJCQrKMMJ2dUp2opFf3eHt7S6IihBBClDL5abYhjWmFEEII4bAkURFCCCGEw5JERQghhBAOq1S3UckPRVEwmUyYzWZ7hyKEyIVOp8PJyUmGGhBC2CjTiYrBYCAiIoKkpCR7hyKEyAd3d3eCg4NxcXGxdyhCCAdRZhMVi8XChQsX0Ol0VK5cGRcXF/mlJoSDUhQFg8HArVu3uHDhAmFhYXkOAiWEKB/KbKJiMBiwWCyEhITg7u5u73CEEHlwc3PD2dmZS5cuYTAYcHV1tXdIQggHUOZ/ssivMiFKD/l7FULcST4VhBBCCOGwJFERQgghhMOSRKWU6dKlCxMmTLB3GDYuXryIRqPh0KFD9g4l3zQaDatXr7Z3GEIIUSDjN4/nx9M/2juMEiWJigMaNWoUGo0my+Ps2bP88ssvTJ8+3d4h2ggJCSEiIoJGjRoV6/OkJ0TpDxcXF2rXrs27776LoijF+txCCGFvS44tYUv4Ft759x17h1Kiymyvn9Kud+/eLFq0yGZbYGAgOp3OThHlTKfTERQUVGLPt3HjRho2bEhqairbt2/niSeeIDg4mLFjx5ZYDEIIUdK2Xd1mXVYUpdwMuVGuSlQURSHJYCrxx9382tfr9QQFBdk8dDpdlqqfGjVqMGPGDMaMGYOXlxfVqlXjq6++srnWa6+9Rp06dXB3d6dmzZpMmTIFo9Fo3f/222/TrFkzli5dSo0aNfDx8eHhhx8mPj7eeozFYuHDDz+kdu3a6PV6qlWrxnvvvQdkrfrZunUrGo2GTZs20apVK9zd3Wnfvj2nTp2yievdd9+lYsWKeHl58cQTTzBp0iSaNWuW570JCAggKCiI6tWrM3z4cDp06MCBAwes+/fu3UvPnj2pUKECPj4+dO7c2WZ/dor7HgGEh4czbNgwfH198ff35/777+fixYt5vl4hhABINaVal40WYy5Hli3lqkQl2WimwVt/lfjzHn+nF+4uxXerZ8+ezfTp03n99df56aefeOaZZ+jcuTN169YFwMvLi8WLF1O5cmWOHj3KuHHj8PLy4tVXX7Ve49y5c6xevZq1a9cSHR3NsGHDeP/9961ftJMnT2bhwoV8/PHH3HvvvURERHDy5Mlc43rjjTeYPXs2gYGBPP3004wZM4YdO3YAsGzZMt577z0+++wzOnTowIoVK5g9ezahoaEFeu379u1j//79jBgxwrotPj6ekSNHMn/+fBRFYfbs2fTt25czZ87g5eWV7XWK+x4ZjUZ69epFu3bt2LZtG05OTrz77rv07t2bI0eOyEisQog8JRgTrMv/Rf5Hi0ot7BhNySlXiUppsnbtWjw9Pa3rffr04ccfs29A1bdvX5599llALRn4+OOP2bJlizVRefPNN63H1qhRg5dffpkVK1bYfAlbLBYWL15s/SJ//PHH2bRpE++99x7x8fHMmzePBQsWMHLkSABq1arFvffem+treO+99+jcuTMAkyZNol+/fqSkpODq6sr8+fMZO3Yso0ePBuCtt95i/fr1JCQk5HZJANq3b49Wq8VgMGA0GnnyySdtEpVu3brZHP/VV1/h6+vL33//Tf/+/bO9ZnHfo5UrV2KxWPj666+txbWLFi3C19eXrVu3ct999+X5uoUQ5ZeiKESlRFnXR64bydGRR+0YUckpV4mKm7OO4+/0ssvzFlTXrl35/PPPreseHh45HtukSRPrskajISgoiJs3b1q3rVy5kk8++YRz586RkJCAyWTC29vb5ho1atSwKW0IDg62XuPEiROkpqbSvXv3Ar2GzHEFBwcDcPPmTapVq8apU6esyVW6Nm3asHnz5jyvu3LlSurXr4/RaOS///7jhRdewM/Pj/fffx+AGzdu8Oabb7J161Zu3ryJ2WwmKSmJy5cv53rN4rxHhw8f5uzZs1lKdFJSUjh37lyer1kIUX4ZzAZaftfS3mHYTblKVDQaTbFWwRQlDw8Pateuna9jnZ2dbdY1Gg0WiwWAf//9l+HDhzNt2jR69eqFj4+PtZolv9dwc3O7q9eQ+ZrppQjp1yyMkJAQ672pX78+586dY8qUKbz99tu4uroycuRIbt++zbx586hevTp6vZ527dphMBiyvV5J3KOEhARatmzJsmXLsuwLDAzM92sXQpQ/W8O3ZtnmrHXOtkFtWWxkW64a05ZHO3fupHr16rzxxhu0atWKsLAwLl26VKBrhIWF4ebmxqZNm4osrrp167J3716bbXeu55dOp8NkMlkTkR07djB+/Hj69u1Lw4YN0ev1REZG5nh+SdyjFi1acObMGSpWrEjt2rVtHj4+PgV6LiFE+XIu1rbUVafRYbQYuZl002b7xK0TGfzrYAzm7H+UlVaSqJRxYWFhXL58mRUrVnDu3Dk++eQTVq1aVaBruLq68tprr/Hqq6/y7bffcu7cOXbt2sU333xz13G98MILfPPNNyxZsoQzZ87w7rvvcuTIkXz9Erh9+zbXr1/nypUr/Pnnn8ybN4+uXbtaq2rCwsJYunQpJ06cYPfu3QwfPjzXEo+SuEfDhw+nQoUK3H///Wzbto0LFy6wdetWxo8fz5UrVwr0XEKI8uPXs7/y2aHPrOv/6/U/KntWBuD47eOMWjeKH0//SLwhng2XNnAu9lyZG2eldNSDiLs2cOBAXnrpJZ5//nlSU1Pp16+ftZqkIKZMmYKTkxNvvfUW165dIzg4mKeffvqu4xo+fDjnz5/n5ZdfJiUlhWHDhjFq1Cj27NmT57k9evQA1JKU4OBg+vbta9MN+JtvvuHJJ5+kRYsWhISEMGPGDF5++eUcr1cS98jd3Z1//vmH1157jSFDhhAfH0+VKlXo3r17lrYwQgiRbsqOKdblp5s+Teug1ni7qJ8Z47eMB2D/jf0EuAZYj/v13K8MCRtSZnoFaZRSPKRnXFwcPj4+xMbGZvmwT0lJ4cKFC4SGhsp08aVEz549CQoKYunSpfYORdiJ/N0KYWvEnyM4ePMgAEv7LKVZxWaMWjeK/Tf25/saux/djbuze3GFeFdy+/6+k1T9CLtISkpizpw5HDt2jJMnTzJ16lQ2btxo7dorhBACUkwpAPSq0YtmFZsB4OpUsCT+w70fFnVYJUoSFWEXGo2GP/74g06dOtGyZUt+++03fv75Z2u1jhBClHep5lRORJ0A4MXmL1q3X4rNubH/iy1ezLLt5zM/E5saW/QBlhBJVIRduLm5sXHjRm7fvk1iYiIHDhxgyJAh9g5LCCEcwi9nfqHVd62s61W9qlqXc+rV83Krl3mi8RMcHXmUDlU62OybtG1S8QRaAiRREUIIIRzM1J1TbdYz94ic3mE6jQIa8fPAn/lt0G/W7S0rZQwK90WPL5jZcaZ1ffvV7cUYbfGSXj9CCCGEA+tezXbE6/ZV2tO+Snvr+rsd3iU2NZZGFRrZHNe/Zn92Xt3Jb+d/o3VQ6xKJtThIoiKEEEI4kGORx2zWvVyyn0w13f21789xX+/Q3vx2/jeSjElFEps9SNWPEEII4UCm75pus17Tp+ZdX8vNSR3sMtGYWKiY7EkSFSGEEMKBeDp72qyH+oTe9bX8Xf0BuBR3yWb25dJEEhUhhBDCgVxJsJ1Wo4pnlbu+Vk2fmvi7+qOgcCW+dE7XIYmKKJDFixfj6+ub53EajYbVq1cXezwl6c7X/vbbb9OsWTO7xVNQ+f2/E0LYT7whnqsJV222ZU5Utpy6yaHwmHxfT6PR4Kv3BdRxWUojSVQc0K1bt3jmmWeoVq0aer2eoKAgevXqxY4dO+wdGg899BCnT5+2ruf0ZR0REUGfPn2KLQ5HSIRefvnlIp1ROidvv/02Go3G+vDx8aFjx478/fffxf7cQoiS1e+XfgA4aZwYWGsgoxqOsg5/f/xaHKMX7WXQpwX7LtDr9EDGKLeljfT6cUBDhw7FYDCwZMkSatasyY0bN9i0aRO3b9+2a1xGoxE3N7dcZyJOFxQUVAIR2Zenpyeenp55H1gEGjZsyMaNGwGIiopi1qxZ9O/fnytXruDj41MiMQghitft5NtEp0YDYFJMvHfvezb7N5+8YV1WFCVfs81DxpD7KebSmaiUrxIVRQFDYsk/CjDvY0xMDNu2beODDz6ga9euVK9enTZt2jB58mQGDhxoc9wTTzxBYGAg3t7edOvWjcOHD9tc67fffqN169a4urpSoUIFBg8ebN2XXYmEr68vixcvBuDixYtoNBpWrlxJ586dcXV1ZdmyZTbVB4sXL2batGkcPnzY+ms//fw7rx8eHs6wYcPw9fXF39+f+++/n4sXL1r3b926lTZt2uDh4YGvry8dOnTg0qWch4nOy9dff039+vVxdXWlXr16fPZZxjTp6a/tl19+oWvXrri7u9O0aVP+/fdfm2ssXryYatWq4e7uzuDBg7MkineWJo0aNYpBgwYxa9YsgoODCQgI4LnnnsNoNFqPiYiIoF+/fri5uREaGsry5cupUaMGc+fOzfX1ODk5ERQURFBQEA0aNOCdd94hISHBpnRrzpw5NG7cGA8PD0JCQnj22WdJSEjI8Zrnzp3j/vvvp1KlSnh6etK6dWtrMpSuRo0azJgxgzFjxuDl5UW1atX46quvbI65cuUKjzzyCP7+/nh4eNCqVSt2795t3f/rr7/SokULXF1dqVmzJtOmTcNkMuX6eoUoj/bd2GddTu+tk9nJ6/HW5YTUrH9Dvx+JoMak3+k2eyuv/nQYo9kCSIlK6WJMghmVS/55X78GLh75OjT9V/rq1au555570Ov12R734IMP4ubmxp9//omPjw9ffvkl3bt35/Tp0/j7+/P7778zePBg3njjDb799lsMBgN//PFHgUOfNGkSs2fPpnnz5ri6uvLXX39Z9z300EP8999/rFu3zvoFl92ve6PRSK9evWjXrh3btm3DycmJd999l969e3PkyBG0Wi2DBg1i3LhxfP/99xgMBvbs2ZPvXwt3WrZsGW+99RYLFiygefPmHDx4kHHjxuHh4WEz6eEbb7zBrFmzCAsL44033uCRRx7h7NmzODk5sXv3bsaOHcvMmTMZNGgQ69atY+rUqbk8q2rLli0EBwezZcsWzp49y0MPPUSzZs0YN24cACNGjCAyMpKtW7fi7OzMxIkTuXnzZoFeX2pqKosWLcLX15e6detat2u1Wj755BNCQ0M5f/48zz77LK+++qpNkpZZQkICffv25b333kOv1/Ptt98yYMAATp06RbVq1azHzZ49m+nTp/P666/z008/8cwzz9C5c2fq1q1LQkICnTt3pkqVKqxZs4agoCAOHDiAxaJ+QG7bto0RI0bwySef0LFjR86dO8eTTz4JkK/7KUR5su96RqLyZJMns+yPTMhoYzLxh8MsHJExxL7FovDc8gMAnL+VyPlbifywT20827OLM6C2UYlOieZm0k3q+teltChfiUop4OTkxOLFixk3bhxffPEFLVq0oHPnzjz88MM0adIEgO3bt7Nnzx5u3rxpTWRmzZrF6tWr+emnn3jyySd57733ePjhh5k2bZr12k2bNi1wPBMmTMhxDh43Nzc8PT2tv/ZzsnLlSiwWC19//bU1+Uj/ot26dSutWrUiNjaW/v37U6tWLQDq169f4FjTTZ06ldmzZ1vjDg0N5fjx43z55Zc2icrLL79Mv35qffC0adNo2LAhZ8+epV69esybN4/evXvz6quvAlCnTh127tzJunXrcn1uPz8/FixYgE6no169evTr149NmzYxbtw4Tp48ycaNG9m7dy+tWqkfMF9//TVhYWF5vqajR49aq5mSkpLw8vJi5cqVNtOjT5gwwbpco0YN3n33XZ5++ukcE5WmTZvavCemT5/OqlWrWLNmDc8//7x1e9++fXn22WcBeO211/j444/ZsmULdevWZfny5dy6dYu9e/fi7692g6xdu7b13GnTpjFp0iTrfa9ZsybTp0/n1VdflURFiDuEJ4QD0KFyB8Y2Gmuz73psCrvOZ3Qv3nD8hs3+iLicS0tORqSAVi1RuX/1/USnRjO5zWQerf9oEUZffOyaqJjNZt5++22+++47rl+/TuXKlRk1ahRvvvnmXf+azpWzu1q6UdLSGkLl19ChQ+nXrx/btm1j165d/Pnnn3z44Yd8/fXXjBo1isOHD5OQkEBAQIDNecnJyZw7dw6AQ4cOWX/FF0b6F2phHD58mLNnz+LlZTu6YkpKCufOneO+++5j1KhR9OrVi549e9KjRw+GDRtGcHBwgZ8rMTGRc+fOMXbsWJvXbzKZspT2pCd+gPW5bt68Sb169Thx4oRNVRlAu3bt8kxUGjZsiE6ns7nu0aNHATh16hROTk60aNHCur927dr4+fnl+brq1q3LmjVrAIiPj2flypU8+OCDbNmyxfp/tHHjRmbOnMnJkyeJi4vDZDKRkpJCUlIS7u5Z34MJCQm8/fbb/P7770RERGAymUhOTuby5cs53ieNRkNQUJC1FOjQoUM0b97cmqTc6fDhw+zYsYP33suoazebzbnGJUR5teOq2kh2XJNxNt+BFovCPTNtG+5rNLbtVC7cyhjQ7Z37G/LWrxmj296Ks+DsC/HGeGsbmJl7ZvJg3Qdx1joX18spMnZNVD744AM+//xzlixZQsOGDdm3bx+jR4/Gx8eH8ePHF/0TajT5roKxN1dXV3r27EnPnj2ZMmUKTzzxBFOnTmXUqFEkJCQQHBzM1q1bs5yX3n4krwavGo0G5Y62M5nbUqTz8Cj8/UpISKBly5YsW7Ysy77AwEBALWEZP34869atY+XKlbz55pts2LCBe+65p8DPBbBw4ULatm1rsy9zAgHg7JzxB5r+x55eZXG3Ml8z/bqFvSaAi4uLTUlF8+bNWb16NXPnzuW7777j4sWL9O/fn2eeeYb33nsPf39/tm/fztixYzEYDNkmBC+//DIbNmxg1qxZ1K5dGzc3Nx544AEMBtuZWXN7TXm9zxISEpg2bVq2pXKurq75fv1ClBbh8eFsurSJ4fWH46zLXxJw4MYBRq7LKO0N87MtZd13KTrLOYoCtxMNVPBUS9W/2nYegFbV/RjRrgZGs8L0tcfVYy1qHJ8dsi1dvRx3mVq+tfL5yuzHronKzp07uf/++63F7zVq1OD7779nz5499gzLITVo0MDaOLVFixZcv34dJycnatSoke3xTZo0YdOmTYwePTrb/YGBgURERFjXz5w5Q1JSweeCcHFxwWw253pMixYtWLlyJRUrVrSpqrhT8+bNad68OZMnT6Zdu3YsX768wIlKpUqVqFy5MufPn2f48OEFOjez+vXr2zQIBdi1a9ddXw/UUhGTycTBgwdp2VKd5fTs2bNER2f9EMoPnU5HcnIyAPv378disTB79my0WrWN/A8//JDr+Tt27GDUqFHWkqOEhASbBs750aRJE77++muioqKyLVVp0aIFp06dskmyhCjL+v7SFwBnnTPD6+fvMyhzkgLg7WL7Oblk50Wb9RB/N8Kjkjl/KxGdRkN8iol/Tt8C4FZaO5ax94YyqFllWr67EZTsE6btV7eXikTFrr1+2rdvz6ZNm6w9Fw4fPsz27dtzHH8jNTWVuLg4m0dZc/v2bbp168Z3333HkSNHuHDhAj/++CMffvgh99+vTjzVo0cP2rVrx6BBg1i/fj0XL15k586dvPHGG+zbpzbGmjp1Kt9//z1Tp07lxIkTHD16lA8++MD6PN26dWPBggUcPHiQffv28fTTT2f55ZwfNWrU4MKFCxw6dIjIyEhSU7MOKDR8+HAqVKjA/fffz7Zt27hw4QJbt25l/PjxXLlyhQsXLjB58mT+/fdfLl26xPr16zlz5kye7VTSnzfzIzExkWnTpjFz5kw++eQTTp8+zdGjR1m0aBFz5szJ9+tKL92ZNWsWZ86cYcGCBXlW++SlXr169OjRgyeffJI9e/Zw8OBBnnzySdzc3PKs6jSZTFy/fp3r169z5swZ3n33XY4fP259T9SuXRuj0cj8+fM5f/48S5cu5Ysvvsj1mmFhYfzyyy8cOnSIw4cP8+ijjxa49OeRRx4hKCiIQYMGsWPHDs6fP8/PP/9s7UH11ltv8e233zJt2jSOHTvGiRMnWLFiBW+++WaBnkeI0uB64nXr8uW4y7kcmeHOyQKbV2xusz5nw2l+P5rxo/KvCZ3wd3cB4J21x2g+fQOdPtpi3f/RAxntzgI89Swa3RpFsS2TSB+iPyIxgtLAronKpEmTePjhh6lXrx7Ozs40b96cCRMm5PhLeObMmfj4+FgfISEhJRxx8fP09KRt27Z8/PHHdOrUiUaNGjFlyhTGjRvHggULALXo/Y8//qBTp06MHj2aOnXq8PDDD3Pp0iUqVaoEQJcuXfjxxx9Zs2YNzZo1o1u3bjYlVbNnzyYkJISOHTvy6KOP8vLLL99Ve4GhQ4fSu3dvunbtSmBgIN9//32WY9zd3fnnn3+oVq0aQ4YMoX79+owdO5aUlBS8vb1xd3fn5MmTDB06lDp16vDkk0/y3HPP8dRTT+X63BMnTrSWwqQ/Dh48yBNPPMHXX3/NokWLaNy4MZ07d2bx4sWEhuZ/vox77rmHhQsXMm/ePJo2bcr69euL5Mv122+/pVKlSnTq1InBgwczbtw4vLy88qwGOXbsGMHBwQQHB9OsWTN++OEHPv/8c0aMGAGoDWPnzJnDBx98QKNGjVi2bBkzZ87M9Zpz5szBz8+P9u3bM2DAAHr16mXTfiY/XFxcWL9+PRUrVqRv3740btyY999/31rN1qtXL9auXcv69etp3bo199xzDx9//DHVq1cv0PMIURpknksnfeySvFyIvWBdHtFgBN/0+sZm/5pDGaPUTh/UiLpBXri5qH9f/121/bHeqU4gbUJtSzY9XJwwJ9ZGMXswttFYDj1+iOebq43lbyYVrMehvWiUOxsqlKAVK1bwyiuv8NFHH9GwYUMOHTrEhAkTmDNnjk3vjHSpqak2v9jj4uIICQkhNjY2S5VCSkoKFy5cIDQ0VOrChcO6cuUKISEhbNy4ke7du9s7HLuTv1tRWqWaU2n1XUbngwfqPMDUdnn3bFt7fi2Tt02mZaWWLO69OMv+J5bsZeMJNaE4OKUnfh4uPP7Nbradicxy7IdDmzCste0P+AuRiXSdtRVQ2PBSZ8IqebHh0gYmbp1IVc+q/Dn0zwK9zqISFxeHj49Ptt/fd7JrG5VXXnnFWqoC0LhxYy5dusTMmTOzTVT0en2O44oIURps3ryZhIQEGjduTEREBK+++io1atSgU6dO9g5NCFEInx761GY9NjU2X+f9F/kfALV8sm8rciNO/XH+xWMt8fNQq3y2n82apAA0DfHNsi20ggcVPF2ITDBwKyGVsEpeNAhoAKiTH16Jv0JVr6r5itVe7Fr1k5SUZG34l06n0xVJLwkhHJHRaOT111+nYcOGDB48mMDAQOvgb44k0ZhIRGIEFkX+FoXIj+1Xt9usb7i0Ic9JAI0WI8tOqL0hWwe1ttkXm2Rkyc6LHL2qJjyNqmSUOoztoFZjD21RlYvv9+PNfvWZ0r8BdYNsh4BIV81frdaPS1ZHs63iWYVK7mozgcjk7JMeR2LXEpUBAwbw3nvvUa1aNRo2bMjBgweZM2cOY8aMsWdYQhSbXr160atXL3uHkaeLsRfVBUVLsGclu8YiRGlQ168uZ6LP2Gx75e9X0Gq0vNH2DQLdA7OcczU+o/1Ju8rtbPY9//0Bm+qdqn4ZbQhf6B5G25oBdKtXEYAnOtbMNTZvN/WHUFxKxhAUns6e3OAGj//5OHuG78l2yH5HYdcSlfnz5/PAAw/w7LPPUr9+fV5++WWeeuoppk+fbs+whBBpYlLyV3wtRHl3K1ntHjzj3hnWbVvCt7Dp8ia6/djN5thkUzJRKVHWXjcBrgH46G0HpMycpKQnJOl83Jzp2aASOm3+Bkb1SU9UkjMSFZ02Y1yptsvaZjnHkdi1RMXLy4u5c+fmOSGbEMI+LGQdBFAIkdWtJDVRCXQPpGtIV7aEb7HZHx4XToh3CLGpsfRf1Z+Y1BiqeFYBsLYZSXctJtlmvWHl3Bub5sVTr37Vx6eY2HrqJnsuRDGx5Ss8vVEdvVvBbn1q8qV8zZ4shMiTbUfAYpjKQogyKL1EpaJbRZy0WcsAridd53T0ae5dcS8xqTEAXE1Qq35aVLIdFuDVn47YrFf2LVy1jLNO/ao3WSyMWrSXz7aeY/j82yzts9R6TOZu0o5GEhUhhA2jJVMpiiKJihB5STGlEG+IB6CCewVrApLZ/hv7Gfln1t6sACFetl2Kk422o30XPlFR/47vnMjw3PWMxvJLjy/FUUmiIoSwkWDINFKm5ClC5Cm9NMVV54qXsxevtn7Vuq+CWwVA7b6cYEzI9vwuIV1s1iPuqPqpEVC4yTud0kpUTt+wff7LNzPGKso8WJ2jkURFCGEjxWZySseuuxbCEfx4+kcAUswpaDQaa9sTyNrt+E4TWkxAr8sYH+x/2y9wLTYFgJqBHnSuE2jtXny3nHJodHs7wcy8rvMAxx5O366NaYXj69KlC82aNXOIBs9vv/02q1ev5tChQ/YOpUwz2YydIomKEDmJN8TjqnNl0X+LbLZnnlQw1Md26o7fB/9ONe9qGMwGLIrFZqj9FKOZd9JmPAbYNLFznvOA5UdIpq7N3epV5J6a/sz44yQ34lKt1U7h8eGFfp7iIiUqDmjUqFFoNBqefvrpLPuee+45NBoNo0aNKpFYfvnll0J3F09/PemPgIAAevfuzZEjR/I+WZS4Owd5s+MsG0I4rBO3T9D++/a0+C7r/Fjuzu581/c7fhrwE6MajsJF60Jlj8rsenQX1byrAeCic8kyH9CXf5+3Llf2cS2SJAXggZZV+e35ezn1bm/+N6o1oRXUSQk3HL9BRbdgQE26HHXuH0lUHFRISAgrVqwgOTmjrjIlJYXly5dTrVq1Ql/faMxft1N/f3+8vLIf7bAgevfuTUREBBEREWzatAknJyf69+9f6OuKome0pNisO3rXRSFKmtliZtjaYVm2/zX0L+ty08Cm1PWvi5uTG/sf389fD/yFh7NHrtdddfCKdfm9IY2LLF6tVkPjqj7ondSxU5pWzRiz5WpUxg+To7eOFtlzFqVylagoikKSManEH3fzi7RFixaEhITwyy+/WLf98ssvVKtWjebNbacBX7duHffeey++vr4EBATQv39/zp07Z91/8eJFNBoNK1eupHPnzri6urJs2TJMJhPjx4+3nvfaa68xcuRIBg0aZD23S5cuTJgwwbpeo0YNZsyYwZgxY/Dy8qJatWp89dVXeb4evV5PUFAQQUFBNGvWjEmTJhEeHs6tW7esx7z22mvUqVMHd3d3atasyZQpU3JNqPbu3UvPnj2pUKECPj4+dO7cmQMHDtgco9Fo+Prrrxk8eDDu7u6EhYWxZs0am2OOHTtG//798fb2xsvLi44dO9rcv6+//pr69evj6upKvXr1+Oyzz/J8vaWV0WzEYLGddl5KVISw9d2J77Jse6rJU1T2rHzX14xKNHDxtvq392SnmnStWzGPM+5eRW9Xqqc10L0ak0ywh1qq8telv3I7zW7KVRuVZFMybZeX/Ah8ux/djbtzwRtDjRkzhkWLFjF8+HAA/ve//zF69Gi2bt1qc1xiYiITJ06kSZMmJCQk8NZbbzF48GAOHTpkM5fSpEmTmD17Ns2bN8fV1ZUPPviAZcuWsWjRIurXr8+8efNYvXo1Xbt2zTWu2bNnM336dF5//XV++uknnnnmGTp37kzdunXz9boSEhL47rvvqF27NgEBAdbtXl5eLF68mMqVK3P06FHGjRuHl5cXr776arbXiY+PZ+TIkcyfPx9FUZg9ezZ9+/blzJkzNqVA06ZN48MPP+Sjjz5i/vz5DB8+nEuXLuHv78/Vq1fp1KkTXbp0YfPmzXh7e7Njxw5MJnVOjGXLlvHWW2+xYMECmjdvzsGDBxk3bhweHh7ZTpxZ2sUbkrJssygWdOiyOVqI8seiWJi1b1aW7XeOhVJQLaZvsC4PaHL3CU9+pVcqjft2H6MHdOWns8s5G3O22J/3bpSrRKW0eeyxx5g8eTKXLl0CYMeOHaxYsSJLojJ06FCb9f/9738EBgZy/PhxGjVqZN0+YcIEhgwZYl2fP38+kydPZvDgwQAsWLCAP/74I8+4+vbty7PPPguopSAff/wxW7ZsyTVRWbt2LZ6ear1oYmIiwcHBrF271iaRevPNN63LNWrU4OWXX2bFihU5JirdutkOS/3VV1/h6+vL33//bVOtNGrUKB555BEAZsyYwSeffMKePXvo3bs3n376KT4+PqxYscI6MWCdOnWs506dOpXZs2db71toaCjHjx/nyy+/LJOJyh3DNwBgVhQca8pEIexn8+XN1uUWFVtwJf4K7au0p12wOlfP6RvxrD54lfHdw3B1zl+CbzDZtgurF1z46va81KjgYS3B+fnvKlAlY3RdR1OuEhU3Jzd2P7rbLs97NwIDA+nXrx+LFy9GURT69etHhQoVshx35swZ3nrrLXbv3k1kZKR19unLly/bJCqtWrWyLsfGxnLjxg3atGlj3abT6WjZsmWes1c3adLEuqzRaAgKCuLmzdwbYXXt2pXPP/8cgOjoaD777DP69OnDnj17qF69OgArV67kk08+4dy5cyQkJGAymfD2znno6Bs3bvDmm2+ydetWbt68idlsJikpicuXL+cYr4eHB97e3tZ4Dx06RMeOHbOdvTgxMZFz584xduxYxo0bZ91uMpnw8fHJcnxZoMmmPYpU/QiRYce1Hdblr+77Cheti02j1/s+/gdQJwJ8unOtfF3ziW/3WZe/eKyldSTZ4jSlfwO2nvobgPgkHZ6os6Y7onKVqGg0mruqgrGnMWPG8PzzzwPw6aefZnvMgAEDqF69OgsXLqRy5cpYLBYaNWqEwWCwOc7DI/eGXPl155e6RqPJM7nx8PCgdu3a1vWvv/4aHx8fFi5cyLvvvsu///7L8OHDmTZtGr169bKWcsyePTvHa44cOZLbt28zb948qlevjl6vp127dlled27xurnlnEQmJKiDIy1cuJC2bW2rDHW6slkVkt7jR7Ho0WgNgJKlF5AQ5ZnRrLab6xva12b8E4AbcRkN0c/ezH5wt+z8c1otyehSN5DejYKKIMq81Qr05Pfx99Lvk+0oFhdAHZXaYDbgonMpkRjyq1wlKqVR7969MRgMaDQaevXqlWX/7du3OXXqFAsXLqRjx44AbN++Pc/r+vj4UKlSJfbu3UunTp0AMJvNHDhwgGbNmhXpa8iORqNBq9VaezXt3LmT6tWr88Ybb1iPSa/yysmOHTv47LPP6Nu3LwDh4eFERkbmes6dmjRpwpIlSzAajVkSmkqVKlG5cmXOnz9vbSdU1pkVte5Hp9ViUTSgUbBIiYoQVukDo3Ws2jHLvmW7M0pz41Py17MyIdVkXZ5+f6Ncjix66bMqY8lIuBKNiZKoiILR6XScOHHCunwnPz8/AgIC+OqrrwgODuby5ctMmjQpX9d+4YUXmDlzJrVr16ZevXrMnz+f6OjoIuu7n1lqairXr18H1KqfBQsWkJCQwIABAwAICwvj8uXLrFixgtatW/P777+zatWqXK8ZFhbG0qVLadWqFXFxcbzyyiu5lpBk5/nnn2f+/Pk8/PDDTJ48GR8fH3bt2kWbNm2oW7cu06ZNY/z48fj4+NC7d29SU1PZt28f0dHRTJw48e5uhgNLLz3RosWS1txOSlSEyJA+j09lD9sGrzfjU/hk0xnrepIhmwZf2Th2NVa9no8rIYUcgbagqvq54+fuTHQSaBUXLBoDicZE/Fz9SjSOvJSr7smllbe3d45tNbRaLStWrGD//v00atSIl156iY8++ihf133ttdd45JFHGDFiBO3atcPT05NevXrh6uqa98kFtG7dOoKDgwkODqZt27bs3buXH3/8kS5dugAwcOBAXnrpJZ5//nmaNWvGzp07mTJlSq7X/Oabb4iOjqZFixY8/vjjjB8/nooVC9alLyAggM2bN5OQkEDnzp1p2bIlCxcutJauPPHEE3z99dcsWrSIxo0b07lzZxYvXkxoaGgeVy6d0ktUNBot6f0CzBYpURFi2r/TaLykcUaickdX5PHfH7RZv3bHfD05OZNWRVQz0LMIoiy4BY+qvZUURS1VccR2KhqlFLeUi4uLw8fHh9jY2Cxf5CkpKVy4cIHQ0NBi+eItiywWC/Xr12fYsGGFHo1WlE5no8JJtcThqvUj1ZKAgpGKblUJ9CiZxsPydysckcliovlS2/GrDj1+CJ02o5T7/gXbOXwl1uaYZ7vUYtnuyyx7oi2NqmT/N1Rj0u8ABPu48u/k7kUced6uRCdx7wdb8Kz1ERqX23zb51uaV2ye94mFlNv3952kRKUcu3TpEgsXLuT06dMcPXqUZ555hgsXLvDoo4/aOzRhJ2ZFrS930johJSpCqBIMWRvGZk5SQO3lAzBjcMaIsp9tPUdsstFm/p7MkgwZ7VMGNC3+sVOyE+zjhrNOgyWtQa0jlqhIolKOabVaFi9eTOvWrenQoQNHjx5l48aN1K9f396hCTuxKGoDQGetE5r0REXaqIhy6Ez0GWJT1RKSeGO8zb4BNQdkOf5mXCoAVf3c6FI30GbfngtRJGfTZuVKdEb10OQ+9Qod893QaTWE+LmjmNUSzARj/nsrlRRpTFuOhYSEsGPHjrwPFOWGBfXDVK9zsSYq0phWlDdnos8wZM0QvF282fbwNpsSlbfbvc3gsMFZzrkZr3ZNruitx1Of9av1YHg07Wup42CZLWpvuohY9Zx6QV7F0okhv2oGehIRr7ZRSTJmHZ3a3iRREUJkolbzuDg5qR+cigz4JsqfPdf3ABBniKP7j93pX1Md6TrUJ5ShdTJGAv95/xU2n7rJkOZViE5SSyMrerkSHp21Ie2BS9G0qxnAX8eu8/R3tnOSlXRvnzs92jaE7RvUqqtUc6pdY8lOmU9U5ENWiPxRS07UvxcnbUavn5KcPVn+XoWjiUyOZPGxxQB4uWQMbb9s9yXeWPUfAL8fibBu93N3ZnibahwOjwGgopeem/GpzFp/mo83nsm2zVfPBpWK7wXkQ1hFL1DUdMBgNuRxdMkrs21U0ruXJiU5XjGWEI4o8+jCTlqdteqnJJOH9L/X7KY0EKKkhMeHZ7s9wFWdRFVRFGuScieNRsO9YRlTnWROQnJqmH5v7axTo5Qkb1dnFIuaqCQZM0bXvZF4g/039nM98bq9QgPKcImKTqfD19fXOqeLu7u7XesAhXB0KUYDFqMF0GA0GLAYzFiwYDIbSElJyfP8wlAUhaSkJG7evImvr2+ZnaJAOD6jxciyE8uy3VfBTU0o1mYqQclsVPsaQEYPIICmVX1tRqzNTmXfu5sPrqh4ujpZS1QSUjOqrbaGb+Xd3e/SLaQb87rNs1N0ZThRAQgKUudMyGvCPCEExKTEkmRSuyY6xei4mRiFSUnBRZOIMapkegL4+vpa/26FsIet4Vtz3BfoFkhiqokX7hjcLdBLz4aXOuHrrnbx9dQ7sfLJe3B11tGoig+v/nzEemzbUH++GdWa/p9s43JUEkffzjo1SknTaTU4adXYEwwZP0puJatzEAW6B2Z7Xkkp04mKRqMhODiYihUrYjTmb94FIcqrgasGWpfXDF7Dx+tWcjF5JzX1vZjb97lif35nZ2cpSRF2N/3fjMEudz26iw/3fsgvZ34BoEWlFny/J6N0ZOy9oUzp3yDb67StGWBdvvh+vyz7N/9fF0wWBRcnx2iB4aJ1wUQOiYqbJCrFTqfTyQegEHmIMGQUZ7u6uhJrSibCEIEHMTJKrCgX5uybQ3RqNAA+eh88nD04cCOjh06rSq1Y+c9R6/rrfe9+zCmtVoOL1nGaI7jq3EgA1l/5mU8O+DOy4UhuJN4A7F+i4hipnBDC7oxx6oiaqTfvA8BZp9azmy1SGinKvvD4cBYdW2Rdf73Zp9yMS2FEwxEA1HHvRq3X1/HLQXWunw+GNkbnQIlGYbnqMuYaWnh0IfeuuJcd19Rxtur41bFXWEA5KVERQuQtyFvPbaBrWHUAnDVqomJSJFERZd+dw+Q/u/gKcIXdr/dlca86DJ1r2yC2TiUvyhI3Z3222/30ftT3t+9o5VKiIoQAwIKakHinVfOkl6hIoiLKg5jUmGy3/30qikDnMO78uqzqZ99B2opagFOtbLfX8KmRZV6jkiaJihACyJiQ0EWntv53TusFYLaYcjxHiLIic6LySOUF1uVXfz7Cm79mHTOlgqdLSYRVYvycq5Fw7v94LvQHjo7MaIfTrnI7O0alkkRFCAGAOa1ExdVJ/QB20TrbbBeiLItKiQKgZ/WefLXJthron9O3bNbH3hta5sbl0jtpUQyBWCzq3/209tPoWqU3QUpvLt2274zK0kZFCAGARTGBJlOJStq/Zqn6EeVAeolKfGL2bTVAHWV2/iPNcXUue71I9c5quUWqUR2hekjYEJJut+SlFf/Rpe4tFo9uY7fYpERFCAGkJSpklKjo03v9KFL1I8q+6BS1W/LfJzKmXQmt4GFzTAVPfZlMUgBc0obwMJgzptI4EREHQL0gb7vElE4SFSEEkNGYNiNRUX9ZWqRERZQD1xNuA6CY1eSkbiUvtrzchSHNq1iPKWvtUjK7s0QFsA7937iKj11iSidVP0IIACyoJSduTmqCkt7rJ327EGVZVHIsAIpZnXdn9XMdAGxGjm1S1bfE4yop+rTXeSEygQOXo/lu1yXrvtY1/OwVFiCJihAijYJt1Y9rWhsVi1T9iHIgNlVNVLCoibqbi1oV8t+1WOsxXevad4TW4uSpV9OBLaduseWUbePhit72HZlaqn6EECiKgkWj9nTwc/UFwMVJSlRE+fDPlX+4nHgaAMXiyugONaz7RrcPBeC5rrVw0pXdr8zMMz5ndn+zyiUcSVZSoiKEINGYCFq1LUp130oAuKa3UZHuyaKMe25TxqSbHWpVZeqAhtb1wc2r0CbUn6p+bvYIrcS45dBIeES7GiUbSDYkURFCcDlWnXxMsTgT4qvWR6dXASlSoiLKkUA32x4uWq2GEP+yNQptdno2qMTQFlXpVq8i/ZoEcys+lVvxqTSobN8ePyCJihACCI9RezxgcbfWzbukNaZVMNsrLCGK3ZFbR2zWg7wq2CkS+3J11jF7WFPreqCXnkCvnMeUKUllt8JNCJFvt5PV9ik6JaPRnD69REUjiYoou74++rXNerCXfXu4iKwkURFCEJeiDpGt02QkKq5O6Y3rJFERZZfRktEGK+HM6/i6Z9+oVNiPJCpCCOJS0xIVMpWo6NIHt5JERZRdVTwzBnRTTF54uUqi4mgkURFCEG9Qq36cNRl10q7O6VU/0phWlF0ms/r+To3sCmjwdpWmm45GEhUhBInGZABcdBklKm5pbVTQWLI7RYgy4eTNSAAUs9qzR0pUHI8kKkIIEo3qRGwu2oyxIvRpbVQ0GjMWiyQromy6HKNORohZTdIDPMrufD6llSQqQgiOxm4AwE3nad2WPo4KQIpZBn0TZZQmBQDFoueBllXxk0TF4UiiIkQ5Z1EsxJvVAd/SZ1AFcHPOlKgYJVERZZNWZwDURGXWg03zOFrYgyQqQpRzcSkJ1mUXJWOwK7dMJSpJRkOJxiRESTEp6nv7kdY17RyJyIkkKkKUc5FJ8dblYXWHWpfdnDMaFaYYU0s0JiFKijltdnBPvX1nCBY5k0RFiHIuMikOAMXsyoAm1azbtVotiqJ+RKRKGxVRRpkV9b3t5SKJiqOSREWIci4qLVHRKG5oNBrbnYo670+KSap+RNlkSStR8XZ1jHltRFaSqAhRzkUlq1U/WiWbD+r0REUa04oyypI2O7inlKg4LElUhCjnbiVHAeCER5Z9mrSPCINFRqcVZVP6yMtuzlKi4qgkURGinLsSfwUAN01gNnvVjwgZ8E2UXepcVh4ukqg4KklUhCjnwuPURCVAH5zNXrXNillRSjAiIUqG2WK2ThHhISUqDsvuicrVq1d57LHHCAgIwM3NjcaNG7Nv3z57hyVEuRGZog72FuyVc6JissgMyqLsMVoy2l65S4mKw7LrNJHR0dF06NCBrl278ueffxIYGMiZM2fw8/OzZ1hClCuJpnjQQBWvCln2adCgkPbLU4gyxmDJ6M0m46g4LrsmKh988AEhISEsWrTIui00NNSOEQlR/hiVRNBARY9sfiAoaomKRap+RBmUeSBDdyeZ48dR2bXqZ82aNbRq1YoHH3yQihUr0rx5cxYuXJjj8ampqcTFxdk8hBCFY0LtnlzJ0z+bvepHhFmREhVR9sSnqomKouhw19v1d7vIhV0TlfPnz/P5558TFhbGX3/9xTPPPMP48eNZsmRJtsfPnDkTHx8f6yMkJKSEIxaibEkxpaBokwEI9Q3Ksl+T3phWev2IMig+VZ05GYsOvZPdm2yKHNj1f8ZisdCiRQtmzJhB8+bNefLJJxk3bhxffPFFtsdPnjyZ2NhY6yM8PLyEIxaibDkfHQGAYnGidoWcuyebFUlURNmTkJpe9eOUdVRm4TDsmqgEBwfToEEDm23169fn8uXL2R6v1+vx9va2eQgh7t7JW2rXZI3ZBw+9c5b91hIVSVREGRRvUEsTNfZtrinyYNdEpUOHDpw6dcpm2+nTp6levbqdIhKifDkfpZao6DW+ORyR1phWqn5EGZRoUEtUJFFxbHZNVF566SV27drFjBkzOHv2LMuXL+err77iueees2dYQpQLiqKw5Nx0ANx1OQ0JkD6OiiQqouyJTUkAQJfdPFfCYdg1UWndujWrVq3i+++/p1GjRkyfPp25c+cyfPhwe4YlRLlwKuq0ddnTKftEJb3qxyK9fkQZFJealqho3OwciciN3cu7+vfvT//+/e0dhhDlzqmbMdZlvXNODQnT5vqRcVREGRSbqnbNd0ISFUcm/bGEKKdMmWZErqBrmO0x0phWlGUJRrVExUXrbudIRG4kURGinEoyJluXH23cL9tj0rtsyhD6oixKMKiJil4SFYcmiYoQ5VRcaiIA5uQQutSpmMNR6VU/UqIiyp4kk/o34KKTRMWRSaIiRDkVn5aoeDq75zjYlcY64Ju0URFlT7JJLVV000kbFUcmiYoQ5VSCMQkAJ23Os8ZmDKEvVT+i7Ekxq4mKqyQqDk0SFSHKqXiD2uPBRZvbh3R692Sp+hFlT6pZnevHzVmqfhyZJCpClFNRKbcB8MhxsLfM46hIoiLKHoNFLVFxd5JExZFJoiJEORWdGgWAn94/x2M0GhlHRZRdRotaouLpLFU/jkwSFSHKqQRjDAAV3ANyPEbGURFlmVFRExUPFylRcWSSqAhRTqU3JAxwy3kWco10TxZlmFlRJyX0dPGwcyQiN5KoCFFOmdI+pL31Of+alDYqoiwzo5aoeEuJikOTREWIcsr6azKXRIW0NipmmT1ZlDGrz67GrI0DoJJHJTtHI3IjiYoQ5ZQFAwDeuRR7y+zJoqyasmOKdbmSZwU7RiLyIomKEOWURZNW9eOaW9WP9PoRZVOoTygAqZFdcHPW2TkakRtJVIQorzRqiYqPPpcSFY20URFlj9Fi5HLcVQBMcU2p4ifdkx2ZJCpClEMmiwk0anWOr5uUqIjyJTolGrOiJuqW1Ep4uzrbOSKRG0lUhCiHbiTcAkBRtFRw983xOBlHRZQm0SnRNF7SmDn75+R5HIDF5MmHQ5uVQGSiMCRREaIcOn07HADF5I2fe86TEmrTq36QREU4tqO3jtJpZScAFv23yDozcnauxqUl6iYPOtUJLJH4xN2TREWIcuhkWqLibPFDp9XkeJy16ke6JwsH983RJTbrV+Kv5HjssVtnAFDMXgT55JyoC8cgiYoQ5dDlmBsAuOlynucHMub6MSlGaVArHNqua/tt1s9H3cz2OIti4avjatWQt6VRscclCq/Aicrly5dRsmlYpygKly9fLpKghBDFKyo5HgBP59yHDk8vUdl2exEPrBpX7HEJcbeSjEk261dib2d73IKDC6zLQbr2xRqTKBoFTlRCQ0O5detWlu1RUVGEhoYWSVBCiOKV/qHuqsu9W2Z6Y1qAM/F7iE2JL9a4hLhbitY2UbmekH2isvHyRuvyPTVqFGdIoogUOFFRFMU6tkJmCQkJuLpKXZ8QpUFKWkNDvVPuf7M6jZPN+t6rp4stJiGK0j/Xf7NZtygWpuyYwoXYCwCkXL+fgU0r2yM0UUBOeR+imjhxIqAOADVlyhTc3TPGXjCbzezevZtmzZoVeYBCiKKXYlZHpc2rRMXDyRsyjZ5/OvIaPWq1LNBzbb6wm3d2zmBq+zfoGtqmwLEKkR+KokOjyXizXks+Y7P/f//9j9VnV1vXzclVaBCc88zhwnHkO1E5ePAgoJaoHD16FBcXF+s+FxcXmjZtyssvv1z0EQohilyqWS1RcXfOPVEJ823I6RsZv0yTjakFfq4X/3kCgDe2TWdn6G95HC1EwZktZmuSYjF6o3VWJxvMXANw+OZhm3MebNoi29oB4Xjynahs2bIFgNGjRzNv3jy8vSUTFaK0MljU6e3dnXOf3r5vWAd+v5GxnmzKf6KSak5Fr9Nb1+OViwWKUYj8ijckWJeTLj2FZ+2PADh86zC+el82XNrAvusHrMcYY5vxQOewEo9T3J0Ct1FZtGiRJClClHJGRU1UvPJIVNpWC8EpKaOq50L8Sab+8yFxqXG5nvfp3hW0+q4NCw/8ZLM9LjXxLiMWIme3EmMBUCxOTOvbybr98T8fZ8DqAXxy8BMSTHEoFh3xJ6eTcu1hQvxyf+8Lx1HgRCUxMZEpU6bQvn17ateuTc2aNW0eQgjHZ0wrUfHUe+Z6nN5Zx8bHv8TD1ByAPVGr+eXCUiZv+TjX8744/h5g4ZOj01AsGTPTRsTFFCpuIbJzKzEtcbboefye6phTsx9t1mKoBIo6r09FL322xwjHk++qn3RPPPEEf//9N48//jjBwcFSxydEKWRS1DYq3vq8f1UGeOrxcHYlMdPwSfuu/Zfj8dHJtl2YNYoeULuORiVL92ZR9CKT1BIVjeKKRqPBENkNtyorsxxnSanE9te6UsXXTb67SpECJyp//vknv//+Ox06dCiOeIQQxcxoMWLURgJQ1bNqvs5x1rrY9P5x03nleOyFqBu2G3QZ41scun6adtXq5T9YIfLhdlqiokNtHP5Ey34su541UfHTNqGqVPmUOgWu+vHz88PfP/dht4UQjuty7DXQmFAsTrSokr9BGr1dbP/mNZqch9PPrdRkf0TOJTFC3K3095yTRk1U2lavgjG2CQAJZyZjTg7BYgigsW87u8Uo7l6BE5Xp06fz1ltvkZSUlPfBQgiHczEqSl2wuFHZJ3+/Lr1cbIfaT7Hk/PcflZKQ475bydmPFipEYUQmq+9pF43a5qpD7QqkXHuU+BPvo5h8SLr4LInnJtKtbog9wxR3qcBVP7Nnz+bcuXNUqlSJGjVq4OzsbLP/wIEDOZwphHAEMWmJhBZ9vuvp9ToXm3WzYsj5+tmUqCiKBo1GsY7fIkRROh93AgAvpwoAuDhpea13PT7fepZ/Xu3KA1/8S0ySkT6Ngu0ZprhLBU5UBg0aVAxhCCFKSmyKWhqiJf+9HlwKkqhkU6LiZKqC2fkKBkvBB4wTIi/H49Vxvrz1GW2nnulSi2e61AJg9XMdMJkt+Lg7Z3u+cGwFTlSmTp1aHHEIIUpIvEEdy0RXgETlzlmWLRhzuX7WRCXQpRbXlSvWbtFCFJaiKCw+tpgGAQ2s2yroq2V7rKe+wF91woHI/54Q5Ux82qBrTpr8Jyr+braDPOaeqKglNkpKDTSuF7GYPGkU3ITrt/6WREUUmQlbJrA5fLPNts7Vm9knGFGsCpyoaLXaXOu1zWZzjvuEEPaXYFQTCWdt/mc7D3DztVlXcklUEgxqG5WqHtV5oemnBHp6sPPaNrgFJkWqfkThKYqSJUkB6FC9jh2iEcWtwInKqlWrbNaNRiMHDx5kyZIlTJs2rcgCE0IUj8S0Eg8XTf4TFXcX29IXRZNzG5Wbyeo4Kn76QPo1Vovij9xWexeZJVERRWD39d1ZthnjGhLin/P4PqL0KnCicv/992fZ9sADD9CwYUNWrlzJ2LFjiyQwIUTxSDKpPW9cdLnPnJyZv6ufzbqiyblE5XZqBADVvDIGk/PWq21cLLkkOELk1z8XjmTZVs23gh0iESWhwOOo5OSee+5h06ZNRXU5IUQxSTKqbVRcdfkvUelSqz6VjA8TZBoGgEZjxmzJvpo32ayOEhriU8m6zZqoICUqovAOXD+eZZuHU+7zVonSq0gSleTkZD755BOqVKlSFJcTQhSjGOMtALyd8/8LVKfVsPGJN1g6bLx1W4Ih+zFRzKgNZv3cMorhfV3VRCW3KiMh8utq0nkADFHtrds8nKXap6wqcNWPn5+fTWNaRVGIj4/H3d2d7777rkiDE0IUvWiDWjVT3afgo3R66zOqi2JTkvFxzfor1pJNouLvrh6n0RoxmU046aTDobg7JouJGPMFAEY2fIzvTzpjcTtCx7Aedo5MFJcCf1rMnTvXZl2r1RIYGEjbtm3x8/PL/iQhhMNIMceCDmr5Vy7wuW7OziiKFo3GQnxq9iUqiiYVDRCQKVEJ9Mjo3nw7KZ5KXvJZIe7OB3s+tC53D6tPv/rvsvdiFCPb1rBfUKJYFThRGTlyZHHEIYQoIWaN2k4kyNOnwOdqNBpQdKCxkGo2ZdmfajKg0arbA9wzkhMfvZs1wYlMipNERdy1Fae+ty43quyLh96JpiG+9gtIFLu7Kn+NiYnhm2++4cQJdX6Fhg0bMmbMGHx8Cv7BJ4QoOYqioGhS0AAVPLzzPD57atM2oylronI7OWNU2ooeGZ8HWq0WjUUPumQik3KeXVmI3By6eci6XMf0Bh4y4my5UODGtPv27aNWrVp8/PHHREVFERUVxZw5c6hVq5ZMSCiEg0sxpaDRWAAIcL+7xocaRf3YSDVn7aJ8Mz4GAMXihJer7dgrGkXtZRQliYq4S3P3fGNdfqdPbztGIkpSgdPRl156iYEDB7Jw4UKcnNTTTSYTTzzxBBMmTOCff/4p8iCFEEUjc2lG5hKPgtEBYMym6udGYjQAGotblhGstbhiBqJTJFERd+d6lDo5piGqPQ2CpQS/vChworJv3z6bJAXAycmJV199lVatWhVpcEKIonXoxlHrsrvL3RabqyUqBks2iUqCmqjocM+yz0mjJiqx2cyuLER+6JyTwABtqtbMdSoXUbYUuOrH29uby5cvZ9keHh6Ol5f0YxfCkc3fv9i6fLcf9OlVP9mVqNxOUgd7c9J4ZNnnrFG7NsemSolKXk7ePk3jJY2557suGLOpYiuvEozq+6uChzTGLk8KnKg89NBDjB07lpUrVxIeHk54eDgrVqzgiSee4JFHHimOGIUQRSRWHZQWc0ql3A/MVc6JSlRKDAD6bBIVF62aqMSlzd4ssmc0G3lw7VAAEs23+fvi0TzOKB8URSHOov5IrupZzc7RiJJU4LLfWbNmodFoGDFiBKa0Vv/Ozs4888wzvP/++0UeoBCi6HjqXUiyQHPfPnd9DQ06FMCYzRD60clxALjqsg4Ep9e6gQUSjJKoAJy4fZr5+75hUrsXqOadMS9Su2VdbY47H329pENzSNcTr2PSxKIoWjqENLV3OKIEFThRcXFxYd68ecycOZNz584BUKtWLdzds9ZJCyEci8GiDtJW1df3rq+hsZaoZE1U4g1q+xM3p6wlKq5O7mCARDsmKvGGeDRo8HSx/7wwD699GAtGtq36g4OPH0Sn0bH8xE+kKrE2xx25cQzoa58gHcj68+qMyUpqMC1CClMiKEqbu+6E7u7uTuPGjYsyFiFEMTNYkkELPvq7/6K2JiqWrG0nkkxJALhnk6i4pSUqScaku37uwkg0JNL+e3VumMMjDqPVFNmcrHfFQsb9a/Nde2r6hHEqJmNW4EqWAdzQ/saR2wftEZ5DsCgWjtw6wqL/FnEwbSLCAF19XJzs+38nSlaBE5WUlBTmz5/Pli1buHnzJhaLxWa/jKUihOMyKeo8PF76rIlEfmnSuydn0+sn2awmIW5OWUtY3XRqG5VUs30SlTc2f2ZdDo+9RXVf+/0qvxh91WbdqCTbJCmexnu4r25Llp7/jWRT+Wx8rCgKL//9ChsurbfZ3qrSPXaKSNhLgROVsWPHsn79eh544AHatGkjXcSEKEXSZzb2zWYywfzSaNLHUcla9ZNqUquWPJzdsuzTO6kDwIWb/kZRlBL/7Pj7+ipIe8p5exYx575JJfr8ma07szfHfYboNiwb/jHbw9VjjJSPNj2xqbEMXD2QB+o8wAvNX+CLwwuzJCkADzXqms3ZoiwrcKKydu1a/vjjDzp06FAc8QghipGlKBKVtKofU3Zz/VjSE5WsJTahPjXYqQ6zwslbl6lfsfpdx1BQX+1bg0mTUTKxIWIZUPKJys2km9xIvMHai78A4Ke0pqFPJ/65/TXmpOpMbPY2T44MA+B0tC8AZuxTAlXShv46jKiUKL468hW/nPmFyOTILMekRAyidfVAO0Qn7KnAiUqVKlWKZbyU999/n8mTJ/Piiy9mmaFZCFF4JosJRasmEgFudzvPD2hzqfpJUaJAA176rFU/L3UYxLKLbwPw341LJZqoLD62OMu2uJQEvAuRsOXX1fgIHlnzBC0qtWTLlT+wpE0KCRDoWpn5A0dwPnIoYRU9bUqZKnsFAKBokzBbzOi0umKP1V7MFjM3kq9Z1zMnKebz0+lapxq/H43gx6fbodVKKX55U+AWSbNnz+a1117j0qVLRRbE3r17+fLLL2nSpEmRXVMIYeu/m2dAY0Yx66lb4e7HodCkNUI1KbZVP0dvnCFZo45z4ZVNrxq9kw5Xs1pacPTW2bt+/oJKTE0lTlF7KHbxecO6/X+Hfi2R539148dEmy6z6eoqmyQF4IkmI3DSaalTyStLVVhlb38ANBqFyKQ4Dt44SuMljbn/l4cxZZMklmbv/pv90BYp4aM4NGUgnw5vwcX3+9G6hn8JRyYcQYETlVatWpGSkkLNmjXx8vLC39/f5lFQCQkJDB8+nIULF+Lnl/tog6mpqcTFxdk8hBD5s+OS2mvCyRxMgKfrXV8nvTHtnV+WK4/+bV2+N6R5tudWd28IwM5rO+/6+XMyfccsGi9pzKJDq6zb/nd4OfesaGWdiPGd+wZZ931z6v1sey4VJUVROBL3Z7b7ahmm0qdBnRzPDXD3QDGrVWg7w48yYt2jAJyPP8ZHuz5DUZSiD9hOVp/O2hYlJWIwv497Unr4iIJX/TzyyCNcvXqVGTNmUKlSpUI3iHvuuefo168fPXr04N1338312JkzZzJt2rRCPZ8Q5dW1+CgAPJwKN5mbNr2Nyh0Dvl2JV4vunRPb0rpa9tU6dSvU5NRVSDYVroFogiGBh9aMorpXbWZ1e4v7fxnO9RS1lGbO4bd4oEEPLsVE8PGhmdZzzCmV8XN3pY37S+xJ+hiAzssGsfPx3wsVS27ORl/Jsq2Tx3QmdOxOWKXcq9A1Gg1e1CKBI7y15zmbfcvPLGT1+RVsfXgTbk5ZGy6XNm5KDeKJQrE4o9EaMcY14efHJlInj3skyocCJyo7d+7k33//pWnTwo8MuGLFCg4cOMDevTm3gM9s8uTJTJw40boeFxdHSEhIoeMQojyIN6iNMtOHsr9b2rReP3c2pr2RHAFAk6DaOZ7rltbzx6QYChXDS399xOXEU1xOPMXDqyOtSUq69t+3J8y9i822Ff2WA/DNg2PovGgfUdptxFsus/LYeh5qeF+h4snJpnP7smz7eNAAXJzy197Ex8WPhKydqwBIMsfTZlkbjo48itliZvvV7bQKapVtQ2ZHp+jUVtZhmie4GunMO9160aSqr32DEg6jwIlKvXr1SE5OLvQTh4eH8+KLL7JhwwZcXfNXDK3X69Hr9YV+biHKo6S0EWH1uruv9oGMROXOxrQxhpugwWY4+Du5O6vPbS5EopJkSGZX1C/W9QuJ+6zdjjM7k7RVjTOuIase+Ir6wRkNiH8Y+hE9Vqnjcby77/8YELYHd5eiL5n44+JvADinNsJZ8WNs00fznaRA2ng0aYmKObkKI2u/yZIzM9G5Z0wMu/DwIk5GhrP+yo8AHHr8UKlreJtsiQQtDGjYhDGt77V3OMLBFLjy7/333+f//u//2Lp1K7dv377rNiP79+/n5s2btGjRAicnJ5ycnPj777/55JNPcHJywpzNGA1CiLuXlDbGiauucF/IOlwAuJ1yy/b6FrWnRph/zqWc6eOrWLj7RGXDuTsGldSonxUTG87n9cbLMCdXsdn949C5NkkKQCVvD4YGz7Cuf743+4a1MSkxLDmymsZLGtNt+eACxxqVHANA08BG7H7qM568p2BfwhVcMwale7XlW7zW416OPrWWb7v+Y93+yaE51iQF4J/L9hvJdte13fT8sRdX4rNWeeXEZDFh1qpdx8P8KxdXaKIUK3CJSu/evQHo3r27zfb0AZzym2B0796do0dtZwUdPXo09erV47XXXkOnK12/CIRwdClpiUp2o8YWRLB7dSKTdnMt0XZ0VYtGrVqq5pvzOBceaSUqFuXuG7G+u/udbEtQ+tRpSZC3FzdTnuXrM2rvHmdDHRpXDsr2Om/fN4Cd324kQtnMgevHbPYpisLja5/icNS/1m23jGeJTUnAJ59dmhVFId58A7TQqWrHfL46WxPveZxJGww80qgPDzdvBoBOq6F5NT8MUe1x8c/aKPnD3XPpUn1piQ+oZzAbGLfhCQDG/Pk864etztd5t5PUah9F0VA7UObwEVkVOFHZsmVLjvvuTDxy4+XlRaNGjWy2eXh4EBAQkGW7EKLwUsxpJSqFbHxZ178WR5MgKjXCuk1RFBSNAQ3g75bzF7mni5okWTR3l6iYzCZSNGqjXcWiQ6PN+GEU5K02vMw8j9GTjSbker26/mFE3N5MeOJ5m+3Lj/5lk6Sk23f1DN1rZd+j6U67rx7Foo1DsTjRKbRBvs65U/2givz6+ORs920eM4ueyx9D567GnnztAdwq/8SVlMP8cnI9Q+v3uqvnvFt7rv5nXb4al3WwtpycuZ02forZnUqeMrmtyKrAVT+dO3e2ebRo0YJTp07xyiuv8OKLLxZHjEKIIpCSNseOh3Phvgyq+qglJgZLxoip8YZEaxdgf/dcEhW9miQpZJ+onL4dTuMljWmxpF223W/3X8toNPtNt9+syz0DXrcuD6jbDl1ia+roRvNUHlUtrSurE6vGmM5Zn2/zpe28f/CVbI/fc+2/bLdn57P9SwFwNzegVoUK+T4vv6r4ePHDwCW0cnmLJV22cOq1t3BNUdvdLD5cMmPEZPbHua3WZa0uOd/dp09EqmNy6RQ/GcxNZOuuO6j/888/jBw5kuDgYGbNmkW3bt3YtWtXoYLZunWrjEorRDFJMqvdkyu4Fm4Icr1OLYhVNBmNaT/b+5N12d8t5y6lXumJiib7NiovbVCHKDCSwLIjWcfW+PviIQCcTTVoWz2Efv6zqcfLvN/7IesxAZ5uHHj6G34a/lKe1R8D6rVBsTih6BLZcG4vV+JuMGHz/1n319YNZ177X6npNBCA5ec/5JuDP+d6TYAlR3/gYMw6AJpXaJfn8XerURVfFj3yIC2qV0Cn1TC4Th8AriWX3IB66X67vChjRWsg0Zi/Thef/KdW07lonYsjLFEGFKjq5/r16yxevJhvvvmGuLg4hg0bRmpqKqtXr6ZBg7sr2hRClIzktOHtQ/0K12BR76Q2plXIqHa5Hpsx4qqbS85fOBU9fAHQaI1EJ8fjlympMVvMXE7NaHNx8tb1LOcfvqkOWldJXxOA9wdk3604v7/M/dzd8KUpseznf4d+4Vji79afb67JHfh21ES8XF0wWobz8q41AMw98jajmw1Gq8n+d55FsTDrwHTr+sT2j+QrlqLQoXpDvr8MBs3NEh12/1bS7SzbTkVeomXl+vm+hrtZvkNE9vJdojJgwADq1q3LkSNHmDt3LteuXWP+/PnFGZsQogicijrF8xsnYtHGAFCnQs7dh/NDr1MTkcyJipuau2BJzb2Ko4ZfBTCpycmfp3fb7Nt26bDN+q9XZ/HY6tdstl1KOA1AHb96BQ88B00qNANQk5Q0I2q8z96nv8DLVX1hPcPq4xTX07r/yPVzNtdQFIX9N/ZzOTacpt9mjDH1aOXPqFsxoMhizUvLyqEoFh1ozJyMvJz3CUVk/Tm1NN2cWhFLYl0AVh5fl+d5kUkZbVleaju2eIITpV6+E5U///yTsWPHMm3aNPr16ye9coQoJZ5f/wZ/X91gXa8dULieFXqntERFF4vRrLY1uRCrtjOo5dk613M1Gg2umooArD69kcmb5rLnqlpK8sI/I7Mcfzj2D+uyoijEovbOuadq40K9hswqedgmEsa4Jvxfx74227RaDQdfmIPWGAzAjvCMpEpRFNp814FR60bRb3XGeRajN5N73l1vn7vl6eqC1qwmi/uunS6x5914QW14XMGpPq0qdgBg87XVeZ63/OhfAFhSqtK3Qa1ii0+UbvlOVLZv3058fDwtW7akbdu2LFiwgMjI/LfsFkLYx/XUU9ZlxexGBY/CNabVO2XUGD/+m9qAPjJtTJVgz+y7AmfmrlXbyJxI+p21V77h/za9xb6rJ3M83qJY2HBuN02+zZi0tHutopvANMizonXZNakrx577LseqI3edOp/ZFyemsTnty3nwz0+SYom3OU4xu/Jl1x+KLMaC8NCqr+dMZHiJPee52DMANApoRPeabQBIVaL4cPdczJmmWrizge2utJ5CVV0byZw+Ikf5fmfcc889LFy4kIiICJ566ilWrFhB5cqVsVgsbNiwgfj4+LwvIoSwKydzUKHH13B1yhgd+ljsNgCSTOpgj4FueU9M2jqolc16jHKKpZkazk5tvthm/9pTu5i4/QmbbRU9bQdwK4zHm3Wlo8/zjK/3KXuenocul/Yt7tqMqq2Pdn3D0v9Wci4xayeCLQ9u495aVbJsLwlezupcTr9enUd43NU8ji48RVGINaklai2C69M7LKP79tKT39BsaTN+P/87c/Z9TJNvmzDyz7Gci1Grzm4mqe2QQn1lKhSRswKnsB4eHowZM4bt27dz9OhR/u///o/333+fihUrMnDgwOKIUQhxl+JSbUeLDnCpUehrplf9pEsyppBqSUtUPPJOVLxcbOei0ZoqcDlWbU9Ry2UADzRpSTf/l6z7vzj4rc3x77T47q7izom7iwufDXqKcW075ZnEvdHuJRRF/di8YtjNh/szJlI1p6iNlD2TexLoVbhpCgqjnk9b6/IDvw4v9uc7F30JizYRxaKjR+3mVPRyp65hhs0xk7ZNYtGx/wFw4OYeBv06iMZLGnPDrM6FFOItI9KKnBWqrK1u3bp8+OGHXLlyhe+//76oYhJCFJGlR1fZrNfwCi30NV3vSFTO3r6GQaN2fQ71zfsLx8PF9kvcok3gVqr6yz/MT41v3oAxVHPqAUC4YYf1WHdjUwY3LvyEqHerW51afH/fn1m2V+cRtj/2Gw/4r2DL2I/sEFmGGb0ew5yqVq8lWW5z6nbxtlUZuW4MABqtmep+akPpH8b2R39zQr6vUbOQPdFE2VYklYI6nY5BgwaxZs2aoricEKIIWBQLX/w322Zbw8C6hb5ueq+fdEdvnAetOvhbk6C8E6G2VZqgmPVYUtKqRrQpxConAKhfIeN8f1fbRq7Bmm5sfnwR9ta4cmW6eWeUpPT0+oSfh7+Gv4cLUwc0xNXZvh0NPPVO/DooY+6fB9YOpfGSxlyMLfpeQKnmVOKMavskJbGetURKq9Wwa+JoxlVfgsXgB4ApoS5Jl54gOfzxLNepW8ieaKJsK/AQ+kKI0uFAxH+gURsvmpOqYTEG8GCjzoW+blWfCmiSGqG4qw0h3z+kVtMoZjeq++Vd9dMxtA5rvTcT5O1B6+XN1I1pEwu2qBxmPW5Y/X4c2rvSuh7o4YeH3jEGBZs3+H4Oh3fGy9WJmoH5m/unJIVVDMAQ1QEX/4zSqNc2zmPl0Nm5nFVwpyIzJh+c0WGOzT4nnZbxXVpQp8JKPPROtK+lDkqnKAqnbzzDkLV90DrHoiha6gTm3QhblF/SzFqIMshkMTF6g9o+wRhfn+X9l7Hs/rmE+HnkcWbeXJx0bB2xJMt2J8U/3w11awR4Z1vy0KBiRgPUAQ2ao0/qYl2v7+dYA4I1DfF1yCQl3f5nF1ArZaa1Tc3xhPXEpMQU6XPsuqLO1GxJrcDAptk3iO3dKJiOYYHWRsoajYa6QV7U0j2AKaEuvXxm4al3KdK4RNkiJSpClEGrTmX0oqnnX4dmIb5Fen1/DxcsRm+0zhmNdQOcahf4OqG6IVww/2Jdd3Gy/Uja98x81p88y+Hr5xnfofudp4tceOqdWP1Ufy7evpcBa9XxXDqu7MiBxw7grCuakqn5/00DQKsv+FAV3z70LOcjR9K8iN+bouyREhUhyqA9lzK6pXrpC1+Kkp0FnZdijM0Yz6RPaMFn6/3xobewmNT4FEv2v5vuq1ebV7rch97ObT9KqxoBvpgSMwZT+79N7xTJdS2KJWM5quBJpK+7Cy2q+RW6u7wo+yRREaIMOhK70bo8pNYDxfIcXcNq8lLbUdb1sa16FPgaemcdOx/9m2HBc/i574a8TxB3ZdeoHzFEqzMrb4lYTbtlnfM9u3FOTt2+aF1eMeytQl1LiNxIoiJEGTJ1x3QGr36QaynqsPRuMY8xqGnBq2Tya2SLroQoDzMk6D383N3u6ho+bnqm3NeTupVynydI3D0fd2c+7DHeup5giuLx354v1DW3nD8EgNZQjcZV8m5ELcTdkjYqQpQRtxJv88tZ22Hb5w8cVaxF667OTvwx6o1iu74oOvc3akxC4i/MOPwkWn0kh6P/4d8rB2lXtXneJ2fjUsxNALycSm7SRVE+SYmKEGXEqUjb4dLNqYG0DS3cBISibBneNow/hv5mXX9y0wiMFuNdXSs2NQEANyfH7fkkygZJVIQoI85FXbNZb6p/zk6RCEdWPcCTtm6TrOuvbH6bFFNKga8Tb1B7fLlLoiKKmSQqQpQRl+PUCd5MCWEknH6bzx4YYOeIhKOaP+hhLEZ1uPtNV9fw8oZZBb5GglEtUfGQREUUM0lUhCgjzsacAqCyZxUuvDcUPw8ZREtkz81FRwOPvtb1wzdPFvgaSaZ4ALz0XkUWlxDZkURFiDLieMxuAOr4NLNvIKJUWND3/6iQ+hAARktygc9PMScC4Kv3LtK4hLiTJCpClAGJhkRSUCeHG1yvi32DEaVCJR83BjVSB+wzKQVro6IoCjEcBaCCm3QrF8VLEhUhyoBDN84AYDF50KlWDfsGI0oNn7RRi00kFei8Q9dPWZe7h7Yu0piEuJMkKkKUAXuvqm0MnC1B2U72J0R26lYIRVE0mHWRnLp9Kd/n7b1yxrrcvGpwcYQmhJUkKkKUAafTvmR8nYPsHIkoTe6pForWVBGAPeGn833ehVh1zB4vczOZq0cUO0lUhCgDbidFA+Cnl6HMRf5pNBrctOp75kJ0BAAmiynPeYAi4tVRaX1cZFRaUfwkURGiDIgzxgLgq/e1byCi1EkfAv/Hyx+x9Nh3NF/anN4/PJhrshKZojbcDnANLJEYRfkmiYoQZUCCSS1R8XeVEhVRMLW8G1qXP9z3AQDXUk7R5NsmfPvfimzPiTVEAhDsKVM0iOIniYoQpZxFsRBnuQhATd9Q+wYjSp0ZPcaRerN3tvs+2v8ejZc0xmwx22xPsNwAoIZP1WKPTwhJVIQo5Y5HnsGiSUQxu9Crdit7hyNKmQBPPade/pC6lsmkRnalGbMxJdS2OabZ0mZsC98FQKopFaNGLVFpXaVeiccryh8newcghCicXZfV3ho6cyVqBcoooaLgNBoNP41+FHgUAKO5B59t28/Xl8ZYj3l28zgG1niIfqH3o9EoKGZXmgaH2CliUZ5IoiJEKXc5Vi2Gd9f5SVdRUSScdVpe7NKaigf/x3sHn0WjU0euXXNxJUdunFePsQShlzF7RAmQqh8hSrkbiWoPDE8nPztHIsqah5u14qe+m3ig4mfWbReT9wLg61zFXmGJckYSFSFKuchkNVHxlTFURBHTaDTUC/Jmap+ODAlcYLOvqmd1O0UlyhtJVIQo5SJTrgMQ7CG/cEXxefO+e23W6/rXslMkoryRREWIUi7OrI4oGuZfzc6RiLLM2UmHxeRhXe8e2saO0YjyRBIVIUqxc9EXMWkjURQt7as2tXc4ooyr4dQfS0JDhlf9hHY1atg7HFFOSK8fIUqxt/6ZA4A2JUxmsRXFbs3jb2A0W2SGblGiJFERopQ6eOMIR2K2oCgaBoSMQauVrsmieOm0GnRaSVJEyZKqHyFKqSUH/wJAm1KHN3veZ+dohBCieEiiIkQpdTZGHXirjm8T3F2kcFQIUTZJoiJEKXQs8gSXUrcD0MBf5lsRQpRdkqgIUQqN+uMZ6/KjTXvaMRIhhChekqgIUcooikKyUZ17JTWyM/UqydD5QoiySxIVIUqZn0/9jsYpEUXR8fMjb9o7HCGEKFaSqAhRynx35E8AtMZgGgVXsnM0QghRvCRREaKUuZJ0GoB7fIej0cjYKUKIsk0SFSFKkbiUeFI16iSEo1rdm8fRQghR+kmiIkQpcuTGRQAUszutq8kkhEKIsk8SFSFKCaPFyKbLWwDQWbxx1smfrxCi7JNPOiFKidn//o+fzi8EQK+RLslCiPJBEhUhSom159ZZl2t6tLFjJEIIUXIkURGilIg3xlqXRzTpb8dIhBCi5EiiIkQp4azxAMCcVJ1e9eraORohhCgZkqgIUQooioJBEwnA+GYvo9PK+ClCiPJBEhUhSoGTt8+jaBNQLE70qdvc3uEIIUSJkURFiFLgj9P/AuBkqkZ1fx87RyOEECXHronKzJkzad26NV5eXlSsWJFBgwZx6tQpe4YkhEPade0AAJVd69s5EiGEKFl2TVT+/vtvnnvuOXbt2sWGDRswGo3cd999JCYm2jMsIRzOxYRjALSs1My+gQghRAlzsueTr1u3zmZ98eLFVKxYkf3799OpU6csx6emppKammpdj4uLK/YYhbA3g8lAChEA9KzV2s7RCCFEyXKoNiqxseo4Ef7+/tnunzlzJj4+PtZHSEhISYYnhF2cuh0OGgXF4kzrkOr2DkcIIUqUwyQqFouFCRMm0KFDBxo1apTtMZMnTyY2Ntb6CA8PL+EohSh5G87vBEBrCsTNxa6FoEIIUeIc5lPvueee47///mP79u05HqPX69Hr9SUYlRD299u53wEI0be3cyRCCFHyHCJRef7551m7di3//PMPVatWtXc4QjiME5HnuGU6jkYDQ+p2t3c4QghR4uyaqCiKwgsvvMCqVavYunUroaGh9gxHCIez6OAfaDQKpsSaPNi0rb3DEUKIEmfXROW5555j+fLl/Prrr3h5eXH9+nUAfHx8cHNzs2doQjiE01FnAGjo3xxvV2c7RyOEECXPro1pP//8c2JjY+nSpQvBwcHWx8qVK+0ZlhAOQVEUriQfB6Cef5idoxFCCPuwe9WPECJ7JyLPk6q5gWJx4v663ewdjhBC2IXDdE8WQtjaeG4fADpTFVpXD7ZzNEIIYR+SqAjhoNZf2gBAkEtDO0cihBD2I4mKEA4qPOkEAH1r9rBzJEIIYT+SqAjhgC7HXcWijUNRNPSt28Le4QghhN1IoiKEA5rz77fqgqEKtSpkP/eVEEKUB5KoCOFgkk3JbLq+HIA2foPQajV2jkgIIexHEhUhHMyYP563Lj/b9n47RiKEEPYniYoQDuSjXV/yX/QeAEzx9WhVLcjOEQkhhH1JoiKEgzgbfYlvTy2wrj/RcLwdoxFCCMfgELMnCyFg1s5vrcuPVlzKxC5N7RiNEEI4BklUhHAARouR3bf+Ag30CHiJyX2a2TskIYRwCFL1I4SdJRoTeXTNk5g0sSgmDyZ2eNDeIQkhhMOQEhUhipiiKGy8tAkfvTe1/WpbJ9/86uBy9t84wJvtJ9CsUka1zkt/fcTJWHVen8q6LoT4edklbiGEcESSqAhRxGbs+JwV5z7Pcf/j6x6joV9LhtV7gOreldkTuQE0oFic+aL/6yUYqRBCOD5JVIQoQoqi8Mu5H/I87lj0fqb+u19d0YDF6Mv3fX6kZqB3MUcohBCliyQqQhShded2YuA2AIaoDug8zqAYfbEYfWjo15YafpVYF/EpOtfrACgWJyxJYUxs/jpNqsiYKUIIcSdJVIQoQuvP7gXAYvDj5ITPORQeQ4i/OxU89YBa4vJ2aj+ctVp+OXgBnVZDz/pVCUjbL4QQwpYkKkIUgesJNxj9x4tcST4GQGOfHmg0GppX87M5TqPR4O3qDMDwtrVLPE4hhChtpHuyEIX044m19Pn5fmuSAjAorJ8dIxJCiLJDSlSEKIQZO+bz/dmvbLY1cRnPQ81a2CkiIYQoWyRREeIuHLxxmP/bPIVbhgsAKEl1+bjLXCp5etK4qg8ajcbOEQohRNkgiYoQBWC2mHllyzQ2hK8GjTqQm6+hDz88Oo1gHzf7BieEEGWQJCpC5GHtuXXM2TeXql5B6BRP9kX+rY59klSLzoEjeXtwHyp6u9o7TCGEKJMkUREiF+vP7WTy9lcAuJVy1brdL2UwSx54ldBAT3uFJoQQ5YIkKkLkQFEU3tg+xXabxQldUivWjnkTbzcXO0UmhBDlhyQqQmQjOjma4b+PIYWbKIqO1xv8QIifH9dikmhfK1CSFCGEKCGSqAiRjZc2vkd44lkA9KmNebRNHTtHJIQQ5ZMM+CbEHX49vZ79UX8BoJhdmNv9AztHJIQQ5ZeUqAiRyYXYC0z7920ALKkV+GnAL9QP9sv9JCGEEMVGSlSESLP50j8MXD0QI/FYTB7MaPuNJClCCGFnUqIiyj2zxcy07XNYdeFb67b+ge9wf9OadoxKCCEESKIiyqHY1Fg8nT3RaXXM2fspi45/Yd1njG3KoJDxzBzQ2o4RCiGESCeJiig3IhIieHP7NPbe+JeGPh3oXqOjTZKSfPVhFg4ZR9d6Fe0YpRBCiMwkURHlQrIpmQdWjybOrI4u+1/sNv47vM26v7Eyk/+90gdXZ529QhRCCJENSVREubBgzwprkpKZOaka87p8Sc/6Ve0QlRBCiLxIrx9R5imKwprzqwDwSx3Igg6/458yhCqpz/J5928kSRFCCAcmJSqizNt19Qgx5gsoFhdeaT+CzrWr8XftafYOSwgh8s+YDEdWwqHl0HsmVGlp74hKjCQqosz78bg6yqyrKYz+DWUofCGEnaXGQ/x18AsFXTZfw2YjnP8b4q7A1f1w4Fvb/UuHwMQTEHcNTqyBOr2gUsOSid0OJFERZVqCIYHN11aBBhr6dESj0dg7JCFEebVtNhz8DqLOZ93Xaiz0+RAu/wvLHgRTcs7XSYmBGcEZ6zvmqomLi0dRR+wQJFERZdaluEu8sOFVzJoELKkVmNZ/hL1DEkKUVbfPwaI+kHBDXQ9uCv3nwrWDcPJ3OLcp9/P3fQMaDez9OudjmjwMKGoVUGYpsbD7S+g4sTCvwGFJoiLKpP3XDzHmr7FYMADQ3m8cNQK87ByVEKLM+vfTjCQFIOIwLOya8/GdXoF/PrLdljlJqdERIo6AORXevGF7XJsn4eBS0Ojgyl64fgQ2TQPvKtD0ocK/FgejURRFsXcQdysuLg4fHx9iY2Px9va2dzjCARy6eYhpO9/lbOwp6zaX+J5sHvsBPm7OdoxMCFFmxd+AOfVAseR97GsXwcUTdJk+j26fg/ktMtaHfgMNh4DFCDoXtaQlJxFH4MuOGevNhsOgzwr8EkpaQb6/pXuyKBNMFhPz93/F438+bk1SzKmBdHD+jI2j35ckRQhRtFJiwZiiLv8+UU1SvIKh53R4Zie8cR0eXwV6H7UaaNhSeDsW3PxskxSAgFrQ421w81fPafwAaLXgpM89SQEIbgLP7clYP7QMruwr0pdqb1KiIkq9uNQ4evzQn2RLtHVbZdNjTO82ljahFewYmRCizIm+BPOaZKw3eRiOrFCXH/oO6g+wT1yKAgu7wbUD0HgYDF2o9i5y9lCTHgdTkO9vSVREqZZsSqb/D49z06iWolhSqjL73i/o3bC6nSMTQpQ5igJzm0Ds5az7wnrB8B9KPqbMzm6C74bYbnNyg7ZPQedXHapXkFT9iHJhX8R+2ixrY01Skq88xsr+KyRJEUIUjw1vZSQp7Z7P2K73gf4f2yemzELaZt1mSla7L/84Sk20SiEpURGl0sqTP/Hu7ozRZd2TurPzqY/RaWWcFCFEMfjlyYxuwQ0GwbAlYLHAmb8gsC7417RreFZnNsKyoeqydxXwqQrhu9X1gDB1DJemD0PX19V9diJVP6JMW3F8Fe/tfcu6Xt38FMsffQpvV2kwK4QoBnHXYE59dVmnh1fPg97TvjEVxA8j4fjqnPe7eEG9ftB9SoklLwX5/pZxVESpEZMSw48nf+OTQx9BWsHJk9WX8kKXZnaNSwhRRsVegXWT1WHqASo2hGd32jemu9FhPNw6qT6yY4hXGwQfWQHd31JLXur1A402715HJUASFeFwFEUh2ZSM0WLEZDFhspj4+eQ6vjg6D0VjBA1oE5uzqP9cWlTzt3e4QoiyJvoSrBwO149mbHNyg57v2C+mwqjSEp7bnbF+57gtmW3K9Bpbj4NTf0CjoXDf9OKNMReSqAi7ikuNY+uFoxy/fZpATz1bLuzlWOwuTCRkPVgDitkFH0Nv/jf0FepW8i3xeIUQZVjCLdjzFfzzYcY2Vx/oPhWaDAN9GRndOqCWOqZLZnu/UceDsdm2UP03JaZEwsqJJCqi2FgUCzcSb3Dw+mkOXT/Jxdhwkk2pJBhjiTfEE228hoGoPK+jKFoUkweVlN5MvvcJutcNRiuNZoUQRenSv7Cot+22So3g4eXgVw56ErYeqz5AnZtoxaMZ+6q1s09MaSRREXdFURTiDHHEGeJINiYTl5pEvCGJfVfPcOjGf1yIP0m85QpoTHlfy+SJxikBi8EXd0sDOgb3pFtoS7z1bpgtGhJSzVT2daNFNV+Z/VgIUfRunrBNUlqNhW5vgns5rVqu1w8e/RHWTVKTtMYP2jUcSVTKsERDKmcir3EjMZKolGiiUqKxWLRocSbQ3Q+D2Uh0Sjx/h//DxYRjGEkARYcWd5xwx0XrgZ/el1p+1WhSsR5RyTFEJkVzNPIIEamnMWlicg9Ak1YaYgjAxRKMt3NF3Jw8cNP64OvqSVhANdpWaUiralVQFAWTRaGCp75E7o0QQgAQcxk+uydj/bk9anfj8q7OferDAUiiUgYoisLt5BguRN1i19Uj/HZ2HTcMJzFr4tBo8tn7PNPQfxZiMAEpQJwBLt2AzXdM3pne60axOKNYXEBxBosTWsWLYNf6hPnU4d5qLWhZJZTqAV7onXRF8EqFEKIIJUbCon4Z64+vkiTFATlEovLpp5/y0Ucfcf36dZo2bcr8+fNp06aNvcNyCIqicCEmgh2XTnDi1gVORZ3hRvJlUi3JmJQUTJpYFG0yGo3Z9kStmksoig6N2RONxROt4oZWo8GiScasSUSLKzr0eOmC6FHtPuoEVMOCifjUeOIM8dxMjOHgjf+4kXoSDc444wkWPZ7O3vSo0Z2BdTtQycsLrUaDq7MWZ50WF51W2o8IIRyLxQyx4epkfRqtOpR8UhSsnQCmtIkFB30OtbrZNUyRPbsnKitXrmTixIl88cUXtG3blrlz59KrVy9OnTpFxYoV7R1esUkypnIx6iYXYm5wJfYm1xNuE5MaR1xqPEmmJOIMMcQabhNvuYpFd9v2ZA2gs10FtXRDa/YnSN+A/rV60b1WM+oFBqHTSmmGEKKMURTbMT6MyWoiEnkazAa4/C9EHIH462BOVWc3zo5GC2M3QNVWJRO3KDC7j0zbtm1bWrduzYIFCwCwWCyEhITwwgsvMGnSpFzPLcmRaVNNRhINqSQaUkgwpJBoSCHJmGp9JBtTSDYZSDGmEpkcQ1RyDLGpccQaYkkwxpJsjifVEo9RScCsjUOjNeb7uRVFi9YcgIe2EhXdKlPHrw6B7n74u3lR0cOfIM8K1PCtRKCnR/E1NlUU9Q89/V/yWifrfjRpHyyZYlQstudbTOqvH4vpjocZzEb1Ayj9X4tRvZZWBxqd+q+igGJWj1fM6oeQ2QimVHB2VadRR1HX4yMyYjIbQeeiTqtuNoKzm/qry2JSn0vrpD7A9nXo0ranvw7rfbKkxWDJ+2FzXFr82R6j3LHdbLs/PgKcXNXXYUhQl51c1fic0/41JKrH3zql/sJMiVXPTR/YyZisnuseoD6qtoY6vUDvrU5Nr9FmPNBknKfRZvwfgvpc6f8n6f+mL+uc1Rg1moy5RxQl7fw7/7Xksi/Tv/k5JvO/kMNryTTAVeb4TKkZX3aZ/x+sNFn/TzJ/tGZ+36cv3/nFafO3m/Ye0+nVf9Pfz9b3glkdvj39OdPfQ+l/U4Wh1aljhqCofw8aXcY9s96PFDUBMCRkxJMco/7fOruDm1/G61EU9W8o/R6a0/5unVzU90FqgjrgWGqCOtuvk169ZkoMJEer2zXatK7BiloSkhyl/uvqA4H1oEJtOPGbenyOr8sJ/GuBq7f6PMkxENoJ2oyDECnBL2mlZmRag8HA/v37mTx5snWbVqulR48e/Pvvv1mOT01NJTU11boeFxdXLHF99esUlkX+glEDRo0GgwYshU0AMpWCpF9Jpyj4mi34mRX8LBa8LApeFgtuioKPRaGC2UI1k5nGRhNeyg3geNqZmT4ArR+G2W3LtD27bTmdL0TSbfUReRoOLbN3NEJkLzkKLu9UH6AmLtXapVXveEK1tmqy7V4BvILUJEyUOnZNVCIjIzGbzVSqVMlme6VKlTh5MutQvzNnzmTatGlZthc1szmFKKecJ5bWKAp6RcFZARdFwQUFF0XBWVH/9bIo+JjN+Fgs+Fos+Jgt6rLZgq/FjL/ZgrdFfZSP6as1mX6dZpMQaXRpv8p1GSUX2szLThm/yHX6jF/kWif1etZfmOZM19GRNkJcWsmCHowp6pevxaSe71stIy6dc1ppjQG0zmrJgylZfQ6di7o9u5IixQxmU1ppgTbrw2Z7+q/2bI7VZnOuJptzc3qe9Hp3RVFLmvTeamlJcrT64Z1eEuWkT/tlGapOoubmr67fOqGWprj5q790FQX+fFX918UjrZTLmE2pjpLxf5C51CBzqZbFlPbrP22b2ZD9+yC790y+/tVmWs7rXK3tezFLCYmSsZ65BETrpJYUWP8vMl/3jvdy+v9R5pLD7Ep10t/3kPWHRPoxprQfZtb/e53t+8D6fkh/TnL/Ms5PAbrFpL730ajPn/6+t75Wjfo34VVJfZ9pndLef+5p56ZCStqPSMWSVjKUVlqp06e9vyzq36PFqJaUuHim/euh/u05u4GrL7j5qtsVi3pNjUZ9j7oHqF2Hrx2Ea4cgNQ6qd4Cw+9TSQ1Gm2L2NSkFMnjyZiRMzRs6Li4sjJCSkyJ+nf/tnCbvcFjcnF9ydXHBzVv91d9bj7uyCq84JbeYPgzuLbHPbnlPJTJ7H5nFdm+1FfCxKxpch2H5xZin+v2Ndxj0pHSrWy7rthf3F81yKon6hWdsY3PHFL+8ZkV/eldUxP0SZZtdEpUKFCuh0Om7csO37euPGDYKCgrIcr9fr0euLf5yNkKBQQoJCi/15hCiXNBq1BEsIIfLBrjUPLi4utGzZkk2bNlm3WSwWNm3aRLt29h2yVwghhBD2Z/eqn4kTJzJy5EhatWpFmzZtmDt3LomJiYwePdreoQkhhBDCzuyeqDz00EPcunWLt956i+vXr9OsWTPWrVuXpYGtEEIIIcofu4+jUhglOY6KEEIIIYpGQb6/y0fvWCGEEEKUSpKoCCGEEMJhSaIihBBCCIcliYoQQgghHJYkKkIIIYRwWJKoCCGEEMJhSaIihBBCCIdl9wHfCiN9CJi4uDg7RyKEEEKI/Er/3s7PUG6lOlGJj48HKJYZlIUQQghRvOLj4/Hx8cn1mFI9Mq3FYuHatWt4eXmhKcDU8HFxcYSEhBAeHi4j2uZC7lPe5B7lj9yn/JH7lD9yn/LHke+ToijEx8dTuXJltNrcW6GU6hIVrVZL1apV7/p8b29vh/vPc0Ryn/Im9yh/5D7lj9yn/JH7lD+Oep/yKklJJ41phRBCCOGwJFERQgghhMMql4mKXq9n6tSp6PV6e4fi0OQ+5U3uUf7IfcofuU/5I/cpf8rKfSrVjWmFEEIIUbaVyxIVIYQQQpQOkqgIIYQQwmFJoiKEEEIIhyWJihBCCCEcliQqQgghhHBYkqgIIYRwGMnJyfYOoVQwmUz2DqHElOoh9LMTHx+Pp6ende4fRVEKNA9QeZGSkoKrq6u9w3Bo586dA6BWrVqYTCacnMrcn0uROHPmDL/++isDBgygbt269g7HYV2/fh2LxYKfnx9ubm5YLJY85zgpT4xGI+PHj+fixYsEBgby7LPP0rZtW/n8voPBYODNN98kMjISX19fnn/+eWrWrGnvsIpVmfkrMRqNPPXUU/Tu3Zv777+flStXAsib/A4Gg4GXXnqJ4cOHM2LECLZt22bvkBzS5s2bCQsL44EHHgCQJCUbZrOZ5557jsaNG3PixAlu3bpl75AcUvpnU7t27RgwYAB9+vQhJSVFkpRMrl+/Ttu2bTly5AgDBgzgyJEjPP3003z00UeAOgGtgB9//JHQ0FD27dtH1apVWblyJU8//TQ7d+60d2jFqkz8pcTExNCtWzf+++8/XnjhBYxGI1OmTGHixIn2Ds2hrF69mtq1a3Po0CG6dOnCoUOHmDx5Mj///LO9Q3M4p06dolOnTty6dYuFCxcC5auoNT/mzJnD4cOH+fvvv/nmm2+49957AbUUU6iuXr1Kp06dOHPmDMuXL+fFF18kPDycSZMm2Ts0h7Jjxw4MBgM//PADzz77LH///TeDBw9m6tSpHDt2DK1WW+7fV4cOHWLRokW88MILbN68mXfeeYfdu3dz9uxZLl68aO/wilWZSFQOHz7MjRs3+PLLL3n44YdZvXo1r7/+OnPnzmXdunX2Ds8hnDt3ju+++44xY8awZcsWXnjhBTZt2oSLiwtnzpyxd3gOI/3D8NKlS9SpU4exY8fyzjvvYDAYcHJyKvcflqDeo8TERFatWsWoUaNo27Yt//77L1999RXbt28nMTHR3iE6jG3btpGcnMzy5ctp164dI0aM4N5778XLy8veoTmE9JKSW7duER0dTZUqVQB1Vt2nnnqKe++9l6eeegqQ0nGDwUCDBg0YMWIEoJbUVa1aFT8/P06cOGHn6IpXmUhUbt++zZUrV2jUqBGgzm8wcuRIhg8fziuvvEJKSoqdI7Sf9C9Wg8FAkyZNGDlyJKAW2wcGBqLT6axtMUTGh+GtW7fo168fDz74IM7OzkydOhWApKQke4bnEDQaDdeuXeP8+fP07t2b//u//2Po0KEsWbKEoUOHMnjwYOLi4uwdpkOIiYnhzJkzBAUFARAREcGRI0fw9/dn+/btdo7OPn766Sc2btxIRESEtfpLp9MRFBRkUxUdFBTEpEmT2Lt3Lxs2bADKV2ld+n26du0aAG3atGHWrFlUrlwZAGdnZ2JjY0lMTKRDhw72DLXYlbpEZc+ePYBtnaW3tzchISHWKoz0BrRTp07l7Nmz1u3lqZ7zzvtUv3593nrrLUJDQwH1g8FgMJCUlES7du3sFqc9ZfdeSv8gjImJITExkTp16jB58mQ+//xzhg8fzuTJk7l9+7Zd4rWX7O5T1apVCQgI4M033+TSpUts2rSJNWvWsGnTJvbv38+7775brr5UIPv71K5dO3x8fGjbti0PPPAA1apVw8fHh99//52+ffvyzjvvYDQa7RVyiVq6dCmVKlXio48+4tFHH+XBBx/kl19+AaBVq1akpKSwc+dODAaD9ZxGjRrRu3dvli5dCpSPUpU779OwYcNYvXo1oH4+ZX5/xcTEYLFYCAsLs1O0JUQpJVatWqVUrlxZCQgIUC5cuKAoiqIYjUZFURTl/PnzSvfu3ZWnn35aSUhIUBRFUcxms2I0GpXRo0crnTp1slfYJS67+2Qymaz7LRaLdTk+Pl4JCwtTdu3aVdJh2lV298hsNlv3p6SkKGFhYcqNGzcURVGUadOmKa6uroper1f2799vcw/LstzeS1FRUcrYsWMVLy8vZciQIYrZbLbew6+//lrx8fFRkpKS7BV6icrts0lRFOXChQvKn3/+qTRo0ED59ttvrdu/++47xcPDQwkPDy/pkEuU0WhU5s6dq9SvX1/5+uuvldTUVGXHjh3KiBEjlD59+ljfJ08++aTSpk0bZcuWLTbnDx06VBk5cmTJB17C8rpPKSkp1mPTP4MWL16shIWF2fyt3b59u8RjL26lokRl2bJlzJgxg06dOlG/fn3ef/99AGubgdDQULp06cKBAwdYtWoVAFqtFicnJ/z8/NDr9SQkJNjzJZSInO6TTqezHpP5F8mOHTtISEigTp061m03btwouYDtIKd7lF4EbbFYUBSFFi1asHz5cpo3b86CBQt46KGHcHd3JzY2Fo1GU+Yb1ub1XvLz86N79+64uLhgNpttGjs2atQIFxeXMl9vDrl/NqWrUaMG0dHR6HQ6HnvsMesv4nvvvReDwcCRI0fsEntJSUxM5NatW4wcOZLRo0fj4uJC+/btadCgAXFxcdYSlGnTpmE0Gvnqq6+4evWq9fzk5GT8/f3tFX6Jyes+Zf7MSf8cX716Nf369cPNzY1Dhw5x33338f/t3X9MVXUfB/D3vQgkYCouUMkGZdgPAUUCQ5xYkIRXJAopWBeYxYBRalEtWwtmRVpCsx8jKpK5mrZmUTpI1FhhzZRViKiYDBlGkWuEID/k8nn+8Lknbj7KUS/n3Of6fv157rl3n+/7nMv98D2/1q1b53SzmQ7dqFgsFgDAzJkzce+992L9+vVISEhAbW0tamtrAUCZNs3JyYGfnx/ef/99HDt2TPmMzs5OTJ8+HV5eXprXrxU1OVnXGenzzz9HdHQ0Jk+ejJ9++gmLFy9GTk6OUx4iU5uR0WhET08PKisr8fzzzyMqKgpNTU144403EBsbi9TUVADOe7mympysPywJCQl49NFH8eWXX2L37t1KE1NXV4c5c+Zgzpw5egxBE5f7nRMRGI1GdHZ2Kk3xzp07ERoaivDwcM3rH2vHjx9XfiwnTpyIhx56CPn5+TAajcrflxkzZqC3txfjx48HcP6clLVr16K9vR0LFixAcXExzGYzDh48iKSkJN3GMpYuJydXV1eb9/b29qK7uxsRERHIzc1FWFgYfHx8sGHDBuc7RKbjbM5FNTc3XzC9bp1KbWxslISEBImPj7/gte+++07uv/9+mTRpkuTn50taWpp4e3vLjh07REScbsr+cnMaua7FYpHly5fL66+/Lnl5eWI0GsVsNsvg4KA2xWvkcjOyjv+rr76SAwcO2Lzv66+/lnXr1snw8PA1vy9ZDwG1tLSI2WwWT09PSUpKkkceeUS8vb3lvffeExF+56yHw2pqamTRokUye/ZsKS0tlczMTPH29paSkhLNatfCtm3bxN/fX2bNmiXh4eHywQcf2Lw+8hBramqqZGRkiIjIwMCAsry9vV2ysrIkMTFR4uPj5ejRo9oUr6ErzWnkIcWff/5ZDAaDGAwGmT9/vjQ1NWlTvA4cqlH598b78MMPlddG/nEoLy+XO+64Q8rLy0XEduP19/fLCy+8IGazWZKSkq6JnVxtTiN3/ra2NmUnj4yMdLqd3B770r/Xd7YfXRH75VRaWirPPPOMZGZm8jt3kZz27dsny5YtkyVLlsjy5cudLqddu3aJv7+/vPPOO1JdXS1PPfWUuLq6SllZmfT19YmIKE1+X1+fBAcHy5YtWy76edb3OBt75fTtt99KdHS01NTUaD0EzTlMo3KpjWc9Ucj6pW9vb5eVK1fKXXfdJWfOnBER245cxPYEUmdir5waGxslJSXFKXfyq83I2WaVLoY5qXO1OY08CdJisUhXV5f2gxhD1katsLBQ5s2bZ7Nf5ObmSlhYmGzfvt3mPadOnRJ/f39pbm4WkfMzVWvWrNGuaB3YK6fVq1drV7SD0L1RuZKNJyKyY8cOCQsLk5deekl++eUXMZlM0tbWplndWrNXTkuXLnXanLgvqcOc1GFOlyclJUVWrFghIv80sX/99ZdERUVJenq6dHR0KOtWVFTIwoUL5cyZM/Lkk0/KuHHjJCkpSQYHB51y5nIke+U0cobc2eneqFip3XjWmZLe3l7Jzc0Vg8Eg48aNkyVLltj85+KsmNPomJE6zEkd5mRr165d8sQTT0hJSYns379fWV5WViYTJkxQcrBmVVZWJoGBgcplx8PDw5KcnCyTJ0+WKVOmyJ133nnB+WDOgDnZj+aNypVuvNraWmXdnp4eKSkpERcXF4mOjpaGhgZtB6EB5jQ6ZqQOc1KHOV3ab7/9JiaTSXx8fCQtLU2CgoJk4sSJSlbHjh0TPz8/efHFF0XE9nD81KlTlROHe3t7xWQyyY033ihbt27VfBxjjTnZn2aNir02nojI4cOHJSIiwubmSc6COY2OGanDnNRhTqPr7e2V9PR0SUlJkZaWFmV5eHi4ckVKd3e3vPzyyzJ+/HjlUJf1MM6iRYvkscceU9538OBBDavXDnMaG5o0KvbeeM6KOY2OGanDnNRhTuplZWVJVVWViPxz8nBBQYFEREQoebS0tMiCBQtk/vz50traKiIiJ0+elNtvv125TYSzY072p8kN3zw8PODu7o6MjAwEBAQod9iLj4/HkSNHICKYMGECUlNTERoaihUrVuDkyZMwGAxoa2tDZ2cnEhMTtShVV8xpdMxIHeakDnNS7+2330ZcXByAf+7k3NzcjODgYOUGYwEBAdi2bRtOnz6N6OhoJCcn4+6778a0adMQFhamW+1aYk72ZxDR5l67586dU+6sNzw8DKPRiLS0NHh6eqKsrExZ79SpU4iOjsbQ0BDCwsLw/fff47bbbsMnn3wCX19fLUrVFXMaHTNShzmpw5yuXFRUFB5//HGkp6crd1I1Go349ddfUV9fj/379yMkJER5avu1ijldHc0alf+FG08d5jQ6ZqQOc1KHOY2upaUFkZGR2LlzJ+bNmwfg/OMV3NzcdK7MsTAnO9DrmNOJEyfE19fX5mShf9+0jZiTGsxIHeakDnO6NOt5FhUVFXLLLbcoywsKCiQ7O1t56vi1jjnZj+YPJZT/TuDU1dXBy8tL6TALCwuxatUqdHZ2al2SQ2JOo2NG6jAndZiTOtbzLH788Uc8+OCDqKmpQUBAAN5991088MAD8PHx0blCx8Cc7Ee3Qz95eXnw9PRETEwMsrKycPbsWWzZsgX33XefHuU4LOY0OmakDnNShzmNrr+/H0FBQThx4gTc3NxQWFiI5557Tu+yHA5zshM9pnH6+vpk5syZYjAYxN3dXV577TU9ynB4zGl0zEgd5qQOc1IvJiZGcnJynPbhgfbCnK6ebjMqsbGxuPXWW1FcXIzrrrtOjxL+LzCn0TEjdZiTOsxJHYvFAhcXF73LcHjM6erp1qhw46nDnEbHjNRhTuowJyLHouvlyURERESXovlVP0RERERqsVEhIiIih8VGhYiIiBwWGxUiIiJyWGxUiIiIyGGxUSEiIiKHxUaFiIiIHBYbFSIaUxkZGTAYDDAYDHB1dYWvry9iY2NRXl6O4eFh1Z+zefNmTJo0aewKJSKHxEaFiMZcXFwcOjo60NraiqqqKixevBirVq2CyWTC0NCQ3uURkQNjo0JEY87d3R1Tp06Fn58fQkNDsXbtWlRWVqKqqgqbN28GABQXFyMoKAienp6YMWMGcnNz0dPTAwCora1FZmYm/v77b2V2pqCgAAAwMDCA/Px8+Pn5wdPTExEREaitrdVnoERkd2xUiEgX99xzD0JCQrB9+3YAgNFoxKZNm3D48GFUVFRg7969ePbZZwEAkZGRePPNN3H99dejo6MDHR0dyM/PBwDk5eXhhx9+wNatW9HQ0IDk5GTExcXh+PHjuo2NiOyHz/ohojGVkZGBrq4ufPHFFxe89vDDD6OhoQFNTU0XvPbZZ58hOzsbp0+fBnD+HJXVq1ejq6tLWaetrQ0333wz2traMH36dGV5TEwMwsPD8eqrr9p9PESkrXF6F0BE1y4RgcFgAADs3r0bRUVFOHr0KLq7uzE0NIT+/n6cPXsWHh4e//P9hw4dgsViQWBgoM3ygYEBTJkyZczrJ6Kxx0aFiHRz5MgRBAQEoLW1FSaTCTk5OXjllVfg7e2Nuro6rFy5EoODgxdtVHp6euDi4oL6+nq4uLjYvObl5aXFEIhojLFRISJd7N27F4cOHcKaNWtQX1+P4eFhbNy4EUbj+VPnPv30U5v13dzcYLFYbJbNnTsXFosFnZ2dWLhwoWa1E5F22KgQ0ZgbGBjA77//DovFgj/++APV1dUoKiqCyWSC2WxGY2Mjzp07h7feegvLli3Dvn37UFpaavMZ/v7+6OnpwZ49exASEgIPDw8EBgYiLS0NZrMZGzduxNy5c/Hnn39iz549CA4OxtKlS3UaMRHZC6/6IaIxV11djWnTpsHf3x9xcXH45ptvsGnTJlRWVsLFxQUhISEoLi7G+vXrMXv2bHz88ccoKiqy+YzIyEhkZ2cjJSUFN9xwAzZs2AAA+Oijj2A2m/H0009j1qxZSExMxIEDB3DTTTfpMVQisjNe9UNEREQOizMqRERE5LDYqBAREZHDYqNCREREDouNChERETksNipERETksNioEBERkcNio0JEREQOi40KEREROSw2KkREROSw2KgQERGRw2KjQkRERA7rP4+9BsYu04RFAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 转化数据类型\n",
    "sz_margin_trade['date'] = pd.to_datetime(sz_margin_trade['date'], format='%Y%m%d')\n",
    "\n",
    "# 绘制折线图\n",
    "sz_margin_trade.plot(y=['financing_balance', 'securities_lending_balance', 'margin_balance'],x='date')\n",
    "plt.title('Financing Data Trend')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Amount')\n",
    "plt.legend(['Financing Balance', 'Securities Lending Balance', 'Margin Balance'])\n",
    "plt.show()\n",
    "\n",
    "# 绘制面积图\n",
    "sz_margin_trade.plot.area(y=['financing_balance', 'securities_lending_balance', 'margin_balance'],x='date')\n",
    "plt.title('Financing Data Trend')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Amount')\n",
    "plt.legend(['Financing Balance', 'Securities Lending Balance', 'Margin Balance'])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8416136d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "stock_data = pd.read_csv('./new.csv')\n",
    "stock_data.head()\n",
    "# 转化数据类型\n",
    "stock_data['date'] = pd.to_datetime(stock_data['date'], format='%Y%m%d')\n",
    "stock_data.set_index('date', inplace=True)\n",
    "\n",
    "# 读取深证成指数据\n",
    "sz_index = pd.read_csv('./sz_index.csv')\n",
    "# 转化数据类型\n",
    "sz_index['date'] = pd.to_datetime(sz_index['date'], format='%Y%m%d')\n",
    "sz_index.set_index('date', inplace=True)\n",
    "\n",
    "# 合并数据并计算日收益率\n",
    "combined_data = pd.merge(stock_data, sz_index, on='date')\n",
    "combined_data.rename(columns={'close_x':'stock_close', 'close_y':'index_close'}, inplace=True)\n",
    "combined_data['stock_return'] = combined_data['stock_close'].pct_change()\n",
    "combined_data['index_return'] = combined_data['index_close'].pct_change()\n",
    "\n",
    "# 计算相关系数并绘制散点图\n",
    "corr = combined_data['stock_return'].corr(combined_data['index_return'])\n",
    "plt.scatter(combined_data['stock_return'], combined_data['index_return'])\n",
    "plt.title(f\"Stock-Index Correlation (corr={corr:.2f})\")\n",
    "plt.xlabel(\"Stock Return\")\n",
    "plt.ylabel(\"Index Return\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c9bf9f77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 读取股票数据\n",
    "import numpy as np\n",
    "stock_df = pd.read_csv('./new.csv', parse_dates=['date'], index_col='date')\n",
    "\n",
    "# 读取大盘指数数据\n",
    "index_df = pd.read_csv('./sz_index.csv', parse_dates=['date'], index_col='date')\n",
    "\n",
    "# 合并数据并进行日期对齐\n",
    "data_df = pd.concat([stock_df['close'], index_df['close']], axis=1)\n",
    "data_df = data_df.dropna()\n",
    "\n",
    "# 计算日收益率\n",
    "returns = data_df.pct_change().dropna()\n",
    "\n",
    "# 计算相关系数\n",
    "corr = np.corrcoef(returns.iloc[:, 0], returns.iloc[:, 1])[0, 1]\n",
    "\n",
    "# 绘制价格走势图和相关系数值\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "data_df.plot(ax=ax)\n",
    "ax.annotate(f'Correlation: {corr:.2f}', xy=(0.05, 0.95), xycoords='axes fraction', fontsize=12)\n",
    "ax.set_title('Stock Price vs. Index Price')\n",
    "ax.legend(['Stock', 'Index'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "21ad9ace",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9994280176381686\n"
     ]
    }
   ],
   "source": [
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import linear_model\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "matplotlib.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "x = pd.DataFrame(sh_index['close']) # 广告支出\n",
    "y = pd.DataFrame(sh_index['high']) # 广告收益\n",
    "clf=linear_model.LinearRegression()\n",
    "clf.fit(x,y)\n",
    "z = clf.predict(x)\n",
    "print(clf.score(x,y)) # 0.602439003329331\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "eaa601df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(x, y,color='r') \n",
    "plt.scatter(60000, z[-1],color='k') # 预测点\n",
    "plt.plot(x, z, color=\"b\") # 预测回归\n",
    "plt.title(\"预测回归\")\n",
    "plt.xlabel(\"收盘价格\")\n",
    "plt.ylabel(\"最高价格\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "06a3deaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.linear_model import LinearRegression\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #显示中文\n",
    "# 读取csv文件中的数据\n",
    "data = pd.read_csv('sh_index.csv',encoding='gbk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "69e8339d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slope: 1.01\n",
      "Intercept: -0.39\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "# 输入股票的开盘价和最高价数\n",
    "open_data = np.array(data['open'])\n",
    "high_data = np.array(data['high'])\n",
    "\n",
    "# 将数据集拆分为训练集和测试集\n",
    "train_size = int(0.7 * len(open_data))\n",
    "train_open, train_high = open_data[:train_size], high_data[:train_size]\n",
    "test_open, test_high = open_data[train_size:], high_data[train_size:]\n",
    "\n",
    "# 创建和拟合线性回归模型\n",
    "lr = LinearRegression()\n",
    "lr.fit(train_open.reshape(-1, 1), train_high.reshape(-1, 1))\n",
    "\n",
    "# 输出模型的斜率和截距\n",
    "print(\"Slope: %.2f\" % lr.coef_)\n",
    "print(\"Intercept: %.2f\" % lr.intercept_)\n",
    "\n",
    "# 可视化模型的预测结果\n",
    "plt.scatter(test_open, test_high, color=\"black\")\n",
    "plt.plot(test_open, lr.predict(test_open.reshape(-1,1)), color=\"blue\", linewidth=3)\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d7d8eff2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 712.91\n",
      "RMSE: 26.70\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "\n",
    "# 用测试集数据进行预测\n",
    "test_high_pred = lr.predict(test_open.reshape(-1, 1))\n",
    "\n",
    "# 计算MSE和RMSE\n",
    "mse = mean_squared_error(test_high, test_high_pred)\n",
    "rmse = np.sqrt(mse)\n",
    "print(\"MSE: %.2f\" % mse)\n",
    "print(\"RMSE: %.2f\" % rmse)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00f51df7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
